{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `scale_x_reverse`\n",
    "`scale_x_reverse` reverses your x-axis. Its parameters are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CFoqMjAxYrVbRIlJUVIScnBxotVpERkaKP1ssFnF8lixZgg0bNohKvdlsht1u\nH7c5z60G2LKyMlkl3dNdNm/nYkzX4x8XF+fxfacL1+N9+fJlr4TtiU6ybufbg+n6zQNPAoiIrs/j\nsB0dHY3Ozs5xPzcYDLDZbJM6KG8ZHByEVqv1qII4We69914sW7YMp06dwn/913/BZDJh6dKlCAgI\nQENDgyw4VFVViUB76NAhVFdXQ6/Xw+l0iqUD7XY7vvjiCwwPD+PcuXNYunQp4uLisHfvXvEhHR4e\nDq1Wi7S0NGzdulX0Kw8MDCA6Ohrvv/8+1q9fDwCi0qtSqUQvuPRcMTEx0Gg0IpAnJiaiqakJ7e3t\n0Gq1OHXq1Lge8qCgIFgsFuzbtw92ux2NjY249957AQC9vb3iwszw8HA0NDQgIiJCFgANBgMCAwMR\nEBAgjqHD4YBKpcLu3bsREREhqu7SScW1a9dgNpthNBoREBCAPXv2IDY2FvHx8cjKykJAQABWrlyJ\n8PBwfP7558jLy0NDQwPMZjMaGhrE8W9ubkZISAhOnDiB5uZm2U6fPT09qKurG9e2kJKSIht/SkoK\nQkJCbvi+cLfGtOtjOxwOnDp1SoScpUuXYtmyZThx4oTsZ9KxUqvV131u1+Pf29vr0VinE9fjLZ18\nTOXvNIBxv7vS+3yin9/OY7pzo7meTJ9++qnsJODEiRNTvna+SqVCf3+/V+bam6ZynqcLzrV/UKlU\n3h7CpPL4nSr9I+/6s5GRkUkdkDcFBweLwDqVzp4967ZilZycLAsOY6vN7e3tyMjIwJUrV/D222/L\nQrTUV+3as1tTU4OIiAg0NDSISu/q1athsVig1WqxYMECxMfHIyMjAwUFBbJKb0FBgazSqtfrRbuF\nNEap6hsbG4uysjLZa7JYLNi2bRtSUlJkj5OcnCxaG+Lj4/HUU0+Jv9uyZQvmz58vqzqvX79+3IWJ\nrsfPbDbDZrOJ47FgwQLcdddd45YbNJvNGB4eFo+VkZGB0dFR2WNt2bIFwJcnHQkJCeL4jI6OyuZG\nr9fDZDKNa9NwXa4uLS3tuq0cEncVatf7TfS+ycjIEN+SDA8Pi9uHhIRc97ldj//x48c9GutU8aSC\nOvZ4z507FytXrkRXV9eU/067/u5K7/OJfn47j+nOjeZ6Ml2+fHnctwlTveKO9C1UX1/flM+1N03l\nPE8XnGv/oNVqvT2ESXXDsP3Nb34TKpUKg4OD+Na3viX7uy+++MLjqgxNbKJWg7FLA0o9w8CXb8K5\nc+diyZK7DrMhAAAgAElEQVQl+Pvf/47nnnsOSUlJ6O7uRklJCYqLi8c9VlZWFurr65GTkyOet7Cw\nEHPmzMEzzzyDhIQEAF+tcHLPPfcgNDQU9fX1OHDggAgxFy5cQEREBK5evYp9+/bBbDbDbDbDYrGI\n9pKOjg7U19fDYrGgoaEBKpUKjY2NKCgowPLlyydsnZHaaqqrqxEXFweDwYBFixbht7/9LQoKCsTt\nqqurZWHb9fiFhITAarWiu7tbtha4u02EXNs6xrb2GI1G2O12vP7660hKSoLBYBAXqkq3u3Dhgqxn\n29WtrkSyfPly2bKQUqXwVtdf98REbU232j8+2Txpoxh7vLVardf+wZ7oWN7OMpDeXkJyIrfTukRE\n5A9u+In5s5/9DE6nE2VlZVi9erX4uUqlQnx8PL7zne8oOkB/IO2mKH1YGY1GAOOXBrRarWhra5Ot\n3uFuZZA///nPACD6bkdHR90uxZeYmIgnnnhC9vhSpXCiNY4zMzNRXl6OoaEhFBQUyPqWHQ4H8vPz\nsWXLFmzdulXWo22xWNDW1gaNRiMed2RkBOfOnZNVKt0FU9dNdlx7iV1f10RrgLvebtGiRUhMTAQw\nvmo69sJNaXnEsZRezk+j0eC+++4b16d9q+uve2Ki13Sr/eOTbbIu4JyKHuOJjuXtvG+m6zbv0/Uk\ngIhourhh2P7JT34CAPj617+OO++8U/EB+SMpNEmbyPT29uLs2bNobm4et8JGdna2uJ+78PHggw+i\npKQEly9fRkJCAgoLC7F169ZxS/GZTCa3jy8FkdraWsTExKC9vR3x8fFYvny5WFVEun9qaioKCgpE\n5d3hcKCoqAgbN24Ujym15VRXV+Ob3/ymGPvg4CA+++wz1NXVITk5Gfv378czzzzjNki4brJjMBhk\nf+9ajQ4ICMAHH3yA2NhYUR2XVkYZ25Kybds27N+/H4B3Lj67ldA30frrSoYcd/3j3gjbk1VBna4X\nGs5U0/UkgIhouvD4u+A777wTra2t+Oyzz9De3i7WYAYga02gm3fx4kXk5eWJ/1+/fj327t2LkpIS\nLFu2DJ999pnoCx670Ypr+DAajfjrX/8qgvbBgwfx8MMPo76+XqxX7Vp9cu07/tvf/jZulY0XXngB\nJSUlaGlpQU9PDywWC2w2G6xWq6zi+etf/xp1dXXYsWMH9u3bh4qKCtE3vWTJEixevBhnzpxBTU0N\noqOj0dbWhn379sFms6G4uFhUKse2LUghPjU1Fd3d3UhISMCiRYtkx2/sh/3Zs2fx/e9/X1b5tdvt\nyMrKglqtRnt7u6wlRXpObyx7dyuhz3XOFy5ceMOdPIEvg/2nn36Ky5cv3zDYu54EzJ8/f1q0CUxW\nBdUXljgkIqKZw+Owffz4cfzoRz/C/PnzUVlZicWLF+Pzzz/HN77xDYbt2+QaoMauCf3SSy+hra0N\nbW1t2LhxI2w2m9tNY0wmE4aHh2VtIRaLBa2trTCZTBNudnLixAn84x//QE9Pj3h8qTVhbGX68uXL\n2Lx5s6x1oba2VhZaGhoa8PLLL0Or1Yq1vjs6OkTf9Llz5/Dwww/LgvDatWvxyiuvoLGxEXfccQdG\nR0fHtS1YLBbk5OSgtLT0preId+3Lnqg66vpz1xMbJdxK6LvVwOlu05+YmBi3r8/de8Vd/7hSJqr4\nT1YFlT3GREQ0lTwO22azGcXFxXjkkUcQFRWFM2fOoLi4GJWVlUqOz6eNDRVWqxUdHR1oa2sTq4NI\nYTE8PBxPP/20uJ8UylzDh9VqlYW35uZmzJkzBxqNBo2NjbK/q6ysxNWrVxEfH4/w8HA8//zz4vGl\nHSbHrnAiXUApjUlaDcFoNIoqeFxcHLZt24ZDhw6htrYWmZmZst0a3QXhmJgYEXg2bNiA3bt3Q6VS\nyS78k9pdPAmj7kLz2DCVlZWFP/zhD6ipqUFycjI0Gg2OHz8Oo9GIjz76CFVVVbITjxtVm2+n//dW\nQt+tBk7XYy+tze4udLs7CcjOzr6l1pFbOT5Kt3mwx5iIiKaSx2G7oaEBjzzyiOxnP/nJTzBr1iwU\nFhZO+sD8gbtQERISgkcffVRsQLNu3Tqo1eobhrKRkREkJSVhw4YNYrk+k8mEK1eu4Gc/+xmsVqvs\nMQYHB5GTkwOz2YzU1NRxFxi+//77CAsLQ0NDA0pKSmQrodx5550wm83YuHEj8vLycP78eej1eoSF\nhYmdKRMSEmTheGRkBHFxcbLx6fV6JCQk4OjRo6KN5MyZM9DpdMjNzRUX/iUkJHgcRl1XNImLi4NK\npcLx48dhMpmwZMkSfPe730VmZibKyspkSwGWlpYiMDAQW7duFY8nvQZ3odHpdOJvf/ub6AF/4403\nxi1L6MlYpyL0TfTtiRS6xwbayaz83kpwVrrNgz3GREQ0lTwO2waDAa2trYiPj4fJZMJf//pXxMbG\n+tQ621PNXagwGo2yDWgCAgIQFxfnNpSNDYBxcXHYuHGjqDIfO3YMnZ2d2LNnj7j4sbS0FOfPn8fA\nwIBsc5ovvvgCH330ESorK9HX14fNmzeLnuwf/OAHGB0dRXh4OOrr66HX67Fx40Y0NTUBADo6OhAV\nFYWEhATRVhIaGoqDBw/K+tArKipkrSFFRUVobW1FREQE/u3f/k22lnhPTw8SEhLwxhtvICkpCb29\nvbBarUhLS7vhMXUNUq5rURcVFWHWrFlIS0sbd/wvXLiA0NBQbN++XfSlS0HTXWhUqVSy12Q2m28q\nGI7dzl7aRn5s5Xcyt/zOyMiQtQxJ355IoXvsuD05CfB0DK7HuKamRva47u7jq20e1ztm3IWRiMh3\neRy2/+M//gN/+ctf8MMf/hDPP/88Vq5cCbVajRdffFHJ8fk0d6EiIyMD77//Purq6sSSd/Hx8bLN\nSSSuAfDo0aNwOp1466230NjYiKGhIQAQF0+qVCpR1ZZ+rtfrERkZCeDLD/yxVV1p1Qmn0yl2cwoK\nChJrLGu1WgwMDMiW+dNqtZg1axby8vJkIc01dF25cgWzZ89GSEgIPvjgA3zyySei4r169Wqx8s3t\nthO4Pm95eTlycnLw4Ycfjjv+fX196O3tRX5+Pg4fPoygoCBxMaa7EyPpz9J/e3t7sXTp0uuOxzVU\naTSaCV/jZG75rVarsXz5cqSlpaG8vBzr16+Xhe6xgdaTyq+nY3DdAj4iIgI5OTniPtKFu2NDpq+2\neVzvmE2HFVIY+ImIlOFx2N6wYYP4h/eJJ57At7/9bfT19SE1NVWxwfk6d6FCOsabNm0SH7zvvfce\nfvzjH4v/LykpQVdXF0JDQ7Fr1y7s2bMHTU1NqKioQEhICNauXYvGxkbk5+fjyJEjiI6Oht1ulwXa\nnTt3wuFw4OrVq9i2bRu2b98+btWJOXPm4E9/+hPCw8Nx8eJFtLS0oKOjA2+++Sa6urowa9Ys2O12\nUYF2OBziYkjXD2nXYCtV4m02G0pKSmAymRAWFobCwkIEBAS47TOfqGrsWuGXVi3JyMi47sWn3//+\n91FcXIzGxkbExsaiq6sLAQEBMJvNqKurw86dO1FSUoJvfOMbbk+MAgICsH37dnR3d0Ov1yM9PR3D\nw8OwWq3iQkJpucSJwvWxY8fw3HPPITw8HIcOHZK9xonaKdxVizMzM2+4ukhDQwOSkpKg0WjgdDph\nNBpRWFiI4OBgj741GMvTVo/u7m7ZFvANDQ2ycWu1Wrch0xfbPK53zJRsnZHWs6+pqRm3HOZY0yHw\nExH5Io/C9sjICHQ6Hbq6uhAUFATgy62D6da4fvjNmzcPCxcuRHl5OWpqahAVFSUL0XV1dTCbzTh0\n6BCamppw+vRp6HQ60R8tbZO+YMECXLp0CTabDU6nU2xHrlKpZK0a0i6Pzc3NCA8Ph8PhwJUrVxAT\nEwOr1Yra2lrExcWhsLAQFRUVMJvNAL7ccVKr1eLAgQPQ6XQIDg6WrS5SWlqK9PR08TpiY2NFz3Rd\nXR1KSkrQ3NyMyMhIHDx4UPRlS0v8bd68GTk5OUhKSsLzzz+PgoICj9oJXFc5OXz4MJ555hns379f\ntlW9ayVXrVaLHu2xK5+8/PLLsFgsYhWWgIAAtLW1iYtYdTodNBqNqPZLhoaGUF1dLVpQSkpK0NDQ\ngLi4OBw5cgQVFRUoKSnB9u3bkZycjGPHjuHMmTPiuJrNZtlrdHeCMjo6Ou7nPT09+Mtf/oKuri7o\ndLpxYep6G+FIc6vVam8qWLkbm9QXP/ZkKyEhAU8//bS43ZYtW8Tz9fT0oLW1dcYtw3erFeDrtcco\n2TpTUVExbhUgu90+7jhzSUQiImV4FLYDAgKwYMECdHR0YPbs2UqPyee5+/C7du3auP5fKUQbDAY8\n9dRTYjfG6OhodHR0iJ7rqKgomM1mNDY2YtGiRRgaGhJf1UtLtrm2O8ybNw8vvviiLHBJq060tbXJ\nlnOUVg1JTExEU1MTOjo6cOnSJaSnp4/7cFapVONeGwBZuHv55ZdFtVMKGAMDA8jJyUFPTw+qqqqQ\nk5Mj+syl4D48PIw//vGPomotBZyamppxq7Dk5OTItqqXdr7cvHkz5s2bB6fTiePHj4/b8ry6ulr8\nV7o4s6ysTAR/i8WC8vJy6PV6pKamiortkSNHYDabsWPHDhFmxy6XKC1fePr0afFYxcXFuHTpkhi3\nXq8ft3392E14NmzYIE4gjhw5gnPnzokLaX/84x8jJCQEzz777Lgw5W4VGNc/32ywGvutjHThq3S9\nwNiKqOuGQ729vVi/fr0Y9/r162dcf/atVoCv1x6jZOuMu/l31zs/1b3ybFshIn/hcRvJ448/joce\negjPPfcc5syZI6vqccv2m+Puw8/dz2JjY2GxWLBv3z7Y7XYEBgZiy5Yt0Gg0Ykk+vV4vtkm3WCzo\n6OhAfHy8CMbS9u5jP0RTU1PR2toqniswMBAHDx7E/v37cfbsWQwPD6OoqAgNDQ1Qq9UIDQ1Ff38/\n1q5di61btyI5ORlz5sxBY2PjuIsJXV9HYGCg6B2XXpcU+NPS0nD06FEcO3YMK1euRG9vL/R6PZxO\nJwIDAzFv3jw4HA689NJLsvD+9NNPy5asc+0LTkxMFNV5aat6qQ952bJlKC8vx4MPPui20rtgwQIY\njUYsXLgQFosFBw8exIMPPijGX1VVJSrRv/rVr0RwNpvNaG9vF69RCitSsOzp6YHRaERqaqqYmy++\n+AIAsG3bNhQVFWHBggWysKFWq9HW1ibbhOf8+fNQqVQIDw+XXUi7YMECNDc3w2w2w+l0Xndtcb1e\nDwCyP99ssBrb1338+HFZD/vY5x7b7w98uQ29dEFtYmIi5s+fP+P6s6XjLJ1otbS0eHS/610Qq+QK\nKe7mv6enR1xrYbVacc8997gN/EoGYratEJG/8Dhs/+pXvwIAvPrqq7Kfq1QqXL58eVIH5evcffi5\n+5nRaJRtUhMfH4+cnBy8+eabmDNnDoqKihASEoLKykqYzWZs27ZNbEYjBWPpA7KkpES0n0i3AyB6\nsw8cOACNRiNbCk+q1B4+fBibN2/GunXrYDabUVNTg6SkJFFxP3LkCIKDg9Hc3Izo6Ghs27YNAFBU\nVAS73S6CnNQzrdVqcdddd+HNN99ERUWFCOtLlixBQEAACgsL8dBDD+HatWvjWmgCAwNhMBjEknVW\nqxU2mw0Wi0WcHKjVaixYsAANDQ2il3qsy5cvy04IpKqxdGwKCgqg1+tx6dIlrF+/Hhs2bBDj1+l0\n4n5Xr14Vf+7t7UV0dDS0Wi3S09PFconS7p/FxcXYuXMn3nnnHfGNRVJSEh5//HEReNwFTdf3xcDA\nALKzs1FcXCwLfI2NjQAgTrri4+PFY0ghqrGxUfRsv/XWW4iJiUFwcDAiIyPH7cp5MyHrehXR67Ww\nlJSUIC0tbcat1a/X62WtMVar1eP7eiNgui6HGRgYiBdeeAHAl+/dsrIyhIaGuu2Vd13NZzLHy7YV\nIvIXHoft2tpaJcfhV1w//HQ6HTo6OmC1WtHe3o7w8HDodDpcuXIFR48eRWtrKyIjIzE4OIjt27fD\n6XQiPj5eVMikqmZeXh727duHRx55BFqtVnax4r333ouAgADU1dWhoKAAUVFR2L9/P1JSUpCWlga1\nWo3jx4+Pq67b7V8uG/j888+LsG82m9HZ2Yn3339ftG0MDQ2J0GyxWESg37JlC1588UUR7tRqNXbt\n2oVNmzaJtgqbzYaAgABs3LgROTk5ePbZZ/HWW2/h/vvvl1WO8/PzYbfbkZubK8Z46dIlseW72WzG\n1q1bsXHjRkRGRmLLli149913cenSJRiNRmi1Wly6dAlxcXGyzXhiY2PR29srAn1jYyMCAwMRHx+P\nr33ta9i/fz/q6+sRHR2N6upqUYmOj4/H4cOHce3aNZj+/5rmx44dg8FgQHNzMx588EF861vfEmG4\ns7MTDz74IIKDg1FSUoKPP/5YvA5pKcWJ3iuuSza2traiqKhIvIZ3331XXFTb1dWF5ORk0UO9ePFi\nUV1WqVRYvHjxuBMQVzcTCq/XAnG9FpbGxkbo9Xq3zzOdWwza2tpkr6mtrc3j+3ojYLpbDtNmswH4\n6gRS+sbE9Ti7jnei290KT/v+iYhmOo/DNk2esR9+7ipHKpVK9rOx4XXHjh3Yvn07Lly4gHfeeUeE\nreLiYjQ3N6OjowPJyckYHR1Feno6zp07J1ulY/HixVi8eLHbaqK7lTukaqrT6YRGo4HZbEZRURGe\nfvppnD59Glrtl0sJ5ufnY/v27XjllVdQVVWFvLw8NDQ0wGazIS4uDjk5ObLqZn19vWi3MBgMoke8\np6cH5eXlWLVqFebNm4clS5bg9OnTspVX1q5di3379omxShdaSo8XGhqKmJgY2O1fLjH4yiuvjKuq\nWq1WNDU1oaenB5s2bRJhPT8/XywB+MILL8BqteK+++5zOyfAly0FISEhuHjxIjZu3CieZ968eQgL\nC8OhQ4fECQgAdHZ2IikpCU888QSOHj2KZcuW4eDBg4iIiEB5ebk4gRobOLKyssY9f19fn2xDIZvN\nhqamJmi1WvT29uLkyZOy1zr2egDpPVZXVydOQi5evCh7zpsJhddrgbheC4u7tiPpeaZzi8Ht9DZP\ndV+0O67XAhQVFSEnJwfZ2dnjjvNE36xIrSe3E4g97fsnIprpPA7b3d3dePXVV/Hxxx+jvb0dTqdT\n/J20nBfdPHfLuEnL00k/q6qqwpo1a9Da2ipWGLHb7di1axdGRkbQ2tqKS5cuISkpSSzLFxYWhpMn\nT8paGaR+53fffRcjIyNoa2tDR0cHurq64HA4EBcXh48++gjnz59HTEwMVCqVCLiPPvooGhsbERQU\nhNdeew3x8fF4/fXXMTg4KKqtwFeVsqqqKmRkZGDLli0IDg6WXYQ4MDAArVaLtLQ0lJSUICgoCAUF\nBdi3b5+sZ3vTpk3YvXs39uzZg4GBAbH1vNFolO2y+eijj0Kr1SIjIwNHjx6FVquFzWYTYebXv/41\n3nrrLYSEhODw4cPo6upCR0fHuG3qXQO9wWBAbW0t7rnnnnHzZLPZ8Mtf/hI2mw2/+tWv8I9//EP8\nXU9PD86ePQudToe1a9filVdeQXt7OzQaDVJTU9HV1QWz2YzW1la8/PLLKC4uxsWLF3H16lXZCdTY\nQJORkeH2okhp99bCwkLZhYdr164VveHu3mOuffBSMJdCjrtQeCub7LgGqra2Nhw9ehQ6nQ533303\nzp8/7zZ83mwF2N0YlHI7FzPeyn0nu8qvVqtxzz33IDQ0FOfPn0dOTo74HXY9zhN9szK29eR2xuFJ\n3z8R0Uzncdh+5pln8MUXX2Dr1q340Y9+hF//+tcoKCjAD3/4QyXH5/PuuOMO2VrNIyMj0Ov1sgAi\n9QkPDw8jPz8fxcXFePnll/HYY4+Jv0tKSkJVVRUWL14MtVqNgoICVFRU4OjRoxgaGsK+fftEv3NF\nRQX27t0rerIPHToEp9OJixcvIiYmBnv37hWBz2KxQKPRQK/XIzY2VqxyUlJSgoCAACQmJmLdunXY\nt28fEhISUFxcjGvXriE0NBSVlZV47bXX8Nprr+GNN96A0+nEO++8I0K4tFOltGKJdPIgLV1YX1+P\n2tparFu3DoWFhbj//vuxe/du0fP91ltvwWazYeHChdiyZQvUarVoT0lKShJbyufk5GDt2rUICgrC\nk08+CbPZjJiYGOh0OtmxV6lUiIiIwFNPPQWtVovc3FzMmTMHlZWViI6Olm01L508AEBXV9e4iw6d\nTid6enoQHx8Po9GI2NhYdHR0oLOzE4mJidi7dy927twpgkVycjI6OztFtTo8PBxVVVXo7+9HaGgo\nli5dCq1WK9pBNBoN0tLSREtLXFwcIiMjcfXqVWg0GlHxl3rDx7bNxMfHy9b2DgoKEkG9sbFRrBzy\n0Ucf4dKlSyLgnTt3zu23MNXV1WJZRZvNJqtKTlSZN5vNCA4OFkszuobPG1WAPdkcaNmyZYr8zrpe\n9HkzbuVCSCWq/BPNi9FoxNmzZ2XB3t3tdDrdpAbi6VDxJyJSisdh+3/+539QVVWFmJgYBAQEYNWq\nVVi6dCm+//3vy6qDdHMcDgd27NghPmS2b9+OtrY2sQazFO527NiBV155RVS6bTab2NocAKqrq6HT\n6dDW1oZ9+/Zh27Zt2Lx5M+rq6vDqq6/i8OHDaGlpkfU7Sz3ZLS0t2Lp1K4qKinD69GmYzWZcuXIF\nhw4dQnV1NXbt2oXAwEDs3r1b3HfssnZSZbStrQ2bNm2C2WxGUFAQQkJCoNVq4XQ6RaV33bp16Ovr\nk+1UKb2Guro6OBwOFBUVYc2aNWLpvdraWqxatQoAcObMGaSmpqKjowMvvvgiLl68iFdffRVNTU3Y\nsGGDWD7w/Pnzourb09MDm82GkJAQGAwG9PT0oLq6GgaDQXbsDx8+LDazOXLkCLq7u7F37178/Oc/\nx89+9jNZC0lXV5cIuomJiYiKisKbb76JiIgIXL16Ffv27cPq1asRFRWFvLw82QWMhw8fRk5ODqqq\nqkSw2LRpE9asWSNb7cRiseDzzz/H3r17UVJSIrtY1mKx4OLFi9i5cycsFousFUbqlX/mmWfECUdB\nQQE6OjoQExMj+7rebDbDYDCIFhhpiUIp1GVnZ4t58rRC7m6THXe922OXZnQNbTeqALsG0CNHjoyr\nhCsVtl2f211LxWRWo5Xs83Y9zq4XSUvB3l3ryYEDByZlDO7GMRNWpSEi8pTH//qPjo4iIiICAKDT\n6XDt2jUkJCTg4sWLig3Ol42MjODs2bM4f/48zGYzEhMTYbfb0dnZKTaCiYmJwR133IGXXnoJISEh\noid30aJFsFgs+P3vfw+9Xi9W3Pj9738v+p+bm5uRm5sLk8kkLuIKCAhAWFgYQkNDYTQasWjRIhiN\nRsyePVtUaqOjo3HhwgXk5+cjNzcXCxYsQGtrK1QqFZ544glYrVZ873vfg9FoxLZt20R47ejoQF9f\nn1h6TqvVAgDMZjMOHjwoTgxqa2uh0+nE30uVYL1eD7Vajfz8fOTk5EClUuHo0aOIjo7GokWLEBgY\niKKiInGRYmRkpFg6Lzc3F0ajEdHR0ejt7UVsbOy4SrPBYEBsbCxyc3Oh1+sRGhqKuLg4WYiprKyE\n0WgUFyyGhobis88+Exva7Nu3DwaDAZcvX0ZcXByKioqwbds2dHZ2wuFwQKVSQav9cunBHTt2IDQ0\nFFevXkVVVRXmzZuHO+64A+np6WhqasLAwADmz5+Po/9/6cP6+npcu3YNCxYsEMe1uroaS5YsQXp6\nOurr62EwGMRYq6qqsGDBAuzatQsNDQ2iRUfaKEaj0UCtViMvLw/19fVoa2uD0WhEQ0MDzGYzCgoK\nYDAYEBgYKNvV0WazYf369TCbzaitrcXZs2cxOjoK4Kvqo3RcY2NjxwVorVYr+u7Hcr2vtALPRKTK\na3Z2Nu66665xQdU1gEqvT3p8JSujrs9dVlY27vVKgfznP/85srOzx/39zXA9dpP52lyP88WLF8cF\ne+l299xzD1asWIHY2FgcOHAAGRkZGB4exsmTJ2G1WnHy5Ek4HI5JGYfT6cSZM2fwwQcf4E9/+hM+\n//xz8T4kIpppPK5sZ2Zm4uOPP8b999+Pb37zm3jmmWeg0+mwYMECJcfns9wtiZafn4/U1FS0tbVh\n3bp1sipmfX09Xn31VahUKtTU1IitxB0OB1paWrBp0ybs3LlTrOKxYMECdHV1iYAeFxeHyspKpKam\n4qmnnpJddLl161bk5uYiOTkZTU1Nomc8MDAQjY2NmD9/PiorK5GUlIRNmzbhtddeQ2NjI1QqFdat\nW4eBgQFERUWhv78fRUVFyMvLg8FgQH9/P8rKypCTkyMuqjQYDGhpaUFpaSkuXLggViiRWkeknm6V\nSiWWxTt69ChiY2OxevVqaDQapKeno62tDXFxcWJbemmN8bS0NISFhaG1tRVHjx5FWFgYtFothoeH\nUVdXh7CwMNxxxx0IDQ0FgHHtOq2trSJIShvbOBwOVFVVISkpCbm5uZg/fz5GR0fFSY3JZBq3kU9y\ncjKio6Nx8OBBrFmzBi+99JLsQsm5c+diw4YNohr95z//Genp6eJ2ZrMZKSkpaGpqwtq1awF8uezm\nlStXUFRUhNTUVDQ1NSEmJgYJCQnitej1etjtduzcuRNdXV3i53FxcVi1apVsjLm5uVCpVCLISsdp\nbGV97EVz7qqgY4/fwoULYTabRaXdXe+vtAKPtMvlrXJtO+jr60NBQYFYV17Jyqjrc7trqZjMavRU\nVn2v187hrgWmrKxMdvGtdEHx7fJ010siopnA47B9+PBh8ee9e/di06ZNuHbtGt577z1FBubrXD+M\npZU+tm3bhtdeew2bN2+GSqXCoUOH0NzcjMTERLGGtbSyR1NTE1paWsSW662trXjssccwa9YstLS0\nYGBgACkpKdi9ezf6+/uRmpqKgYEBpKen4/z586ivrxf/DQ0NRWFhIR555BEcOnRIfOCaTCbYbDax\ns9kN+2EAACAASURBVGNeXh5sNhv27t0Lm82Gw4cPo729XfzcYrFgaGgIaWlpKCsrExXlnTt3QqfT\noampCbNnz4ZGo0FSUhIuXbqE2NhYOJ1O9PX1QavVIjMzE+vXrxfHprGxEb/85S/R1NSEwsJCXL16\nFfHx8SguLkZGRgbsdruodttsNthsNrFkoHQx5zvvvIOHHnoIAMSFXUNDQ+PadbZt2waLxSKOU3Fx\nMd566y185zvfgc1mQ0REhDi2vb29WLx4MTo7O8dVeK9cuYKRkRFs2LABlZWVyM3NFSuThIeHIygo\nSNxeujCztbVV3C4wMBAqlQqtra0YHR1FWFgY2tvbsXPnThQVFaGlpQVDQ0OoqqpCWloa9u/fj8DA\nQHR1dWHPnj348Y9/jDvvvBPHjx+Hw+GA0+lEeno6Tp8+DbvdjuHhYeh0Otxxxx0AgN/+9rew2+2w\n2+0oKCjAnj17YLPZYDAYRFCUwlZGRgYqKipw8eJFWK1W0fM+tj3Ftfo62Zu2uLtgdNOmTbK2F6V4\n0lIxmT3Irsf9xIkTbltTxraujF3ScyLuWl1uNti7/jtWV1c3KWH7em1HREQzjcdhe8+ePfj3f/93\npKSkwGAw4N1338Unn3wCi8WCPXv2KDlGn+T6YZySkoLTp08jJycHGzduxJo1a7B161ZR4ezr68OF\nCxewc+dONDc3w2g0IjIyUmx3bTabkZCQgJqaGgQEBCA+Ph4tLS3YvHkzdu7cicDAQGzYsAF5eXmi\nUmo0GsXyfv39/aioqMCGDRuwdu1axMbG4tq1a+jq6hLLBjqdTlRVVSErK0sst9fe3o6+vj6xOkhj\nYyPmzZuHv/71r7KVUI4dO4bBwUGsW7cOx44dw9mzZzE0NCTbxl1qi+js7JStA2w0GrFjxw4cPHgQ\n/f39mDVrFurr6/HEE0+gubkZWu2XG8kEBgbi/Pnzso1nRkdHUV5ejnXr1qGzsxO7d+9GSEgIuru7\nsWzZMnGhZE9PD1avXi36zg8fPiwutly1ahVUKpVo4wCAWbNmYXR0FC0tLeMuQBy7q+ehQ4egUqlQ\nVFSE3NxcJCUl4aWXXsIvfvELcQGjtLTi7Nmz0dvbi3Xr1iEmJgYdHR2YNWsWEhIS8OSTT6K4uBgG\ngwHl5eXYu3cvjh07hs7OTly5cgUmk0nW0y2tvT46OorAwEBs3rwZ+fn5uHz5MoqKirB48WKMjo6i\nqakJb7/9ttjkaNu2bXj66afxwgsvoK+vD7m5uYiKisJnn32Gjo4OJCQkuL0YMTMzU6xHrlT11TUc\nxsfHy3bRnKqL6sau5lFfXy9aKsZSohp9owslb/ZCyolu7+6kaHh4GGVlZeLYL1++HBqNRrELG10f\n90ZtR0RE05nHYfs///M/xQVnkrvvvhvZ2dkM27dA+jCuqalBbGwsAOD9998XK1yoVCrY7V/ubvje\ne+/hiSeegNFoRFVVFd544w0UFxcjMDBQLO+m0+nENsxXrlxBYGAg+vv74XA40NjYCKPRiLVr16Kh\noQHBwcHQaDR488030draisOHDyMsLAx//OMf0dDQgOHhYVy4cAHh4eGIjY1FREQE7rzzThQWFuLB\nBx9ES0uL6MuOj4/H0NCQuCgwLy8Pzc3N+OCDD7BmzRp89tlnshU37HY7amtrxTbwUmuM0+nEuXPn\nEBISgtTUVJSUlIj79PX1YceOHdi9ezcKCwvxwx/+EHPmzMHo6Chmz56NXbt24eLFi0hKShIhs6io\nCAcPHkRsbCz6+/tRW1uLxMREaDQaGAwGFBQUYN26dVCpVGJJQZvNhj179sBu/3KjHofDgZ6eHsya\nNQvJycl47bXX8Pjjj4trF4KCguB0OvHSSy+hoKAAjY2NiImJQVhYmKgkd3R0ICwsDGvXroVarUZX\nVxfWrVsHg8GAL774QrRdrFu3Dl1dXThy5Ai2bduGAwcO4Nlnn4VarcYXX3whLkjMzc3FvHnzkJ6e\nLnaE7OnpQVNTk6iOSyc9gYGBsNls0Ov1yMnJQUNDg1jNpqurC93d3Zg9ezby8vLQ1dUlNkbq7u6G\nw+HA8ePH8cgjj+CVV15BTk4OUlJSUFVVhTlz5siqjtJGJ5mZmSKkSdckjK2aOp3O27po0F04lAKt\n0WiERqPB8ePHZRsYzZ8/H2lpaZP5qwvgxpV6JbZfv1Frys22rtzM7SdqF1m+fDmsVqsshE/GxaGT\n3XZERORNHv8LqFKpxl2gMjIywotWbpHT6cTAwAAGBwcxODiIpqYmvP7660hMTBSrcBiNRkRFReFf\n//Vf0d7eDp1Oh7S0NKxcuRKNjY1obm7G66+/jmXLlqGvr098nR8VFYX4+Hjk5+fjF7/4hWgb6O/v\nh1qtRlJSEn75y1+iv78f69atw5NPPonHHnsMnZ2dCA4ORn5+PgoLC5Gfnw+9Xo+HH34YVVVVePbZ\nZ/H73/8eCQkJyMrKgtVqxaVLl3DlyhUAQE5ODi5fvoz+/n6sWbMGbW1t+Od//mcRyqXQP3fuXBiN\nRqhUKiQnJ6OoqAgmkwkhISHQ6XS4fPkyRkdHceedd+Lo0aN4+umnxWonjz76KP4fe+ceHVV5r//P\n3GeSyWSSTCaZJJMJ4X4TAx4vtV2ei7X1chR7sQV7qo0ebiISBQuYGCKXIMECGigBCZcau2o9S7A9\ndq2zTmt7jrYKlQIBAgmEZHLP5DaZSSZz//3Bb78nMwlXUazOsxYrJLP3u9/97r1nP+/3fb7PNzc3\nl6GhIUHoBgcHsVqteDweHA4HRqORHTt2sGTJEhISEkSf29raKCkpweFw8NRTT4moblxcHMFgkHHj\nxrF06VKRJDlv3jxB1p1OJ7Nnz0an0+FwOPjb3/6G2+2OmNAMDQ0RCoUoKyujpqaGxYsXo1arCQQC\nJCUlYbFY2LhxI2lpabhcLmw2m5CWDA4OCkcSqfpkbW0tjY2NIvFy4sSJJCYmsmrVKhYvXiwSPHfs\n2EEgEMBisaDX65HJZIwdO5YdO3aQnp6O0WjE7XZjsVjw+/0cO3YMg8FAV1cXHR0d1NTUYDabhT+6\nyWQiJSWFhx56CJ/PJwoQHT9+nOTkZEKhEJWVlcycOTOi0Mn777/P0aNH8fv9fPTRR/zxj3+kq6uL\nRYsW8Yc//IH333+fmpoa1q9fz+zZs/nTn/4UkYAJ/0fSDxw4MOKzi5HD2bNnI5PJeOCBB3jqqad4\n+OGH+eijj1i0aBH33Xcf//3f/y36dbG2/x5wuUTJq02kvJrto8e+vr6eo0ePIpfLufPOO3n00Ue5\n8847USqVI5JD//KXv1z1WEuTlR/84Af88z//s5DEXOr+iCGGGGL4ouKKyfY3vvENCgsLxZdbKBRi\n9erVfOMb3/jMOvdp4XQ62bt3L9u2bWP79u189NFHN7pLAsePH2fu3LmsXLmSRYsWIZPJ8Hg8ItlP\nq9WKKow1NTUkJSXR3t5OW1sbjz/+OCrVhUqJx44do6CggAMHDmC328nNzRVyC7PZjEKhoKKigq6u\nLuLj48nNzWXr1q2i4uJwJ5Tz58+jUqlYvXo1lZWVTJ8+Xeh21Wo1586dY+nSpTidTlwuF16vF5lM\nxu7duzEajfj9fiZPniz8lnNzc/nJT34iCttkZ2ezadMm4d5hMpno7+9n8eLFdHV18Z//+Z8kJSWx\nZMkSHn/8cXp6enj88ceFM0dqaiqpqal0d3ej1Wrp6OhAr9ejVqspKSnBaDSSkJDA/PnzWbBgAS0t\nLbzzzjssWbJERLm7urrQarVCHrNw4UKam5uZP3++IM/FxcVUVFSgVqvJysqioqKCM2fOsGbNGoxG\no4iOt7e3C9cWv9/PCy+8wPz581m4cKEg/snJyYTDYVE4KD8/H4fDQWJiIs3NzZSWlrJ9+3bi4uIi\nZCput1s4ySQnJ1NYWEh7ezsGg4HGxkY6OzspLy/H4XDwxBNPkJWVRVdXF0ajkTVr1qBQKFi3bh1u\ntxu73U5eXh6Dg4PYbDb0ej2tra2kp6djMpnE75WVlej1etrb28W4Svp9g8EgyLjX62X+/Pk899xz\nFBYWikInkg/3oUOHePTRRykrKxPuMtXV1Tz55JNCmiJp8aOdOi7l4nEpcnipsvDHjh0TpO/48eMY\njUa2bdv2qRxCbgSkaO+2bds4cODARaUr27Zt4913372sdGXq1KlUVVWxceNGqqqqLrkCED32ZrP5\noi4rV+LWcq24ni4vMcQQQwyfF65YRrJ161YeeOABEXG12+1YLBZ+85vffJb9+1SQy+V861vfwmKx\n4PV62blzJ2PHjiU1NfVGd43a2tqIFxLA4OAgPp+PX//61zz11FN0dHQwbtw4urq6aGtrIysrS0Qa\nVSoV/f39Qo6waNEi4uPjCQaD/PjHP6a7u5tnn32WlJQUlEqlkFAsXbqUlpYW7rrrLmbMmMHSpUuF\nE4oUKZ06dSo+n48VK1bg8XhYs2YNPT09pKWlCWlHV1cXHo+HGTNmsHbtWpqbm0WyYGZmJtnZ2QSD\nQVpaWnjxxRd55ZVX+P3vf88Pf/hDXC4Xbrcbr9crCCXAggULGBwcFAl6bW1tKBQKNm/ejM/no7m5\nWUR53W4348aNY+PGjSxYsIBAIIDdbketVrN+/Xr6+vrIzs4mNzeXjo4OHnnkEYxGIwaDgfb2dnEP\n2O12srKyhCVfSkoKPp8PpVLJmDFjhFRn1qxZTJ8+HbvdLki7ZJkYFxfHuHHjhCSmv7+fKVOmoFAo\naGhoIC0tDbVaTW9vLx6Ph5ycHMLhsKgqmZ2djc/nE/KSbdu28cwzz+DxeDhw4ADf/e53hWb83Llz\ngmgqlUpSU1NZtWoVc+fOZcaMGSiVStavXy8mSR6PB5vNhlarRSaTsWnTJsLhsJgIGAwGfv7zn/PU\nU08J15gNGzbgdDqZMmWKSGz1eDwUFhaSn59PZ2cnfr+f5uZm1q5dK6QFkouN3W6PSPB1u91MmTJF\n9AcirQOl6H1DQ4OwaZSsDIdLG6J10FOnThVSldTU1BG6eek4Ur8aGhooLy+ns7OTffv2cf78eQYH\nB+nv78disTB16lROnDghpF2SdOHTVGscDdEyi6lTp3Ly5MnLyi6uVLpy0003ceLECd5+++1LnsfJ\nkycjpCHDNd7RffyHf/gHqqqqqK+vx2w2U15ejt/v58yZM5w6deqSOm69Xs+JEycYHBwU21wrPkvP\n8RhiiCGGzwqy8PC665dBKBTi0KFDQit66623XvcX0WeJX/7yl9x2223k5uZedBuHwyG+zD9L/OlP\nf+Kxxx4TL6S9e/cKqY5cLhfa6fj4eFJSUtBqteh0OlGme7hkRCKuer2ehoYGkpOTkclkInlPJpPR\n3NyM0WgUOuO+vj68Xi9Wq5X+/n60Wq2wDZw2bRrBYBCNRiNeujNmzKC7u5ukpCQ6OzvJyMggFAoR\nDAZFZUPpc7lcjtfrBS6Qna1bt7Jo0SIaGxuJj48nMzMTj8dDXFwcra2taDQa4uLiaG9vFzZuEkEM\nBoMA4j5TKBT4fD5kMpmQMRUXF5Ofny+Ie0tLC+PHj0cmk+H1elGr1YRCIV544QXWr18vSPzAwIAg\n1C6XC7lcjkqlQq1WMzAwgMPhEJOUUCgkqjlKtofZ2dl0dnYSFxeHTqejo6OD5cuXs2/fPnENJW25\n1HelUolaraampobs7GxUKhUNDQ1kZmYSFxcnViBaWlpIT0/n3LlzTJgwgWAwyNDQkPBJVygUDA4O\nYrfbGRgYIDc3l+bmZjGxlCLUOTk51NTUiCiwx+MRiZcnT55k6tSpAMTHx/Pxxx9jMBjQ6XQEg0Gy\ns7N57LHHKCwsZPz48dTV1VFZWUlpaSmPPfYYVVVVGAwGampqIipIVlRUoFKpOH/+PDqdjoyMDLZu\n3cr999+P1WoV7UtJu2VlZRGkr6KigqKiIjo7O6msrESj0UQQYomYpqamRjig7N+/n6amJnJyckhK\nSuLEiRMR/SoqKsJqtRIOh8WzJfVx1apVVFVVRfSjsLCQWbNmRZC5q9Ujj7Z9dCXO6ON+2gqRR48e\nHWErGn0eAAcOHOCpp54Sv2/btk24uUS3IfUp+u9FRUW8+OKLYvy/9rWvIZfL+ctf/hLh1pKfn8/a\ntWs/tTVg9PEPHDjAzTffLOwtP6/v7y8KdDqdmMB+VRC71l8NSNf5y4KrItt/z+jt7WXv3r0sWrRI\n2K6Nhs/rAf7ggw8IBoPY7XZsNpsgZzk5OQwMDKBQKPjFL37BN7/5TeDCMq7P5xNl0HNzc+nt7cVs\nNhMIBETxCZvNhtfrRaPR4Pf7MZlM9PX1kZCQgN1uZ9y4cQwNDeHz+QiFQmi1WuBC+W+lUonH4+Hs\n2bPExcXhdruxWq2oVKoIy7q4uDhqa2tRq9V4PB7xMzMzE4vFglwup729nWAwSH9/Pzk5OfT394t+\ntba2YrVaCQQCyOVykWzZ3d1NYmIibrebvr4+cnNzMRgMVFdXk5WVBSDs6bq7uwFITU1Fp9MRDofR\n6/V4vV4++OADMjMzUavVaDQaenp6SE9PZ8uWLcydO5fs7GxBkNRqNW1tbSKS29PTQygUIhwOc/Lk\nSUwmE2lpaXR3d6NWqxk3bhz/8z//Q15eHg6Hg5SUFDZv3izuq7KyMubOnYtMJmPSpEkEAgGUSiU9\nPT309/eTmJiITCZDoVDgdDoxGAwMDAzQ1dVFdnY2cKH8u5Q029zczLRp06irq8NoNOLz+VAoFKhU\nKrxeL4mJifT09JCQkEAoFKK5uZnMzExaW1uFRtvtduPz+YQER9LuS5HcxMRE4uLiSE9PR6lUUldX\nx9DQEIFAgL/+9a/MmjULjUaDxWLB5/MRCATEREgmkxEXF4dGo8Hr9aJQKNi+fTuPPPKI8Djv6urC\n6/Xi8XgwGo2YzWbq6upITEwkPj6e5ORkTp8+jdls5uDBg9xyyy1MnjxZ+K63trbi9/tZvnw5+/fv\nJy4ujv7+fvx+P4mJiSxZsoSWlhZeeeUV/H4/NpuNzMxM2tvbqa+vJysri76+PkpLS5kzZ45wcjl9\n+jSlpaXs2rULlUol3GW2bNlCS0sLGzZsIDExkVAoJJIuT506NaI0vRSVl1x7DAYD3d3d6PV6UTVV\nmhBIkfnhJHfjxo08//zz4nepeNL58+exWq3Ex8fT399PcnLyFSUbRpPoZcuWYbFYCAaD4rlLTk5G\noVDwr//6rxGEWjqXpKQkamtrxerEc889x5QpUzh16hQpKSmo1WqUSiWlpaUcOXIEgHXr1pGbm8vX\nv/51AI4dO8aJEyfEqqI0ptOnTxfnIbmcSOdqNpuZOHHiRc9Rchcavrpx8uRJGhsbRTLsV0nH/VUj\nYBAj218VfNnI9rWv5/0dwev18tZbb3HvvfcKot3f34/b7Y7YTq/Xf6olzqtBKBSKiGzv27ePjIwM\n/H6/IF4//OEP0el0AAwMDKBWq3E6neTm5tLU1ER6ejoDAwN0dHRgs9kIh8O0tLSIaKxSqRQuEwBG\no5Genh7C4bD4J1V8k8lk4mdqaioqlYqkpCQaGxuxWq0kJSXR2toqLOosFgvNzc1Cz93Q0IBOpxOW\nfa2trWRmZqLT6XA6nbS2tpKRkQFARkYGR44cITU1VSQuJicno9frOX/+vEiW7O/vZ2hoiPT0dHw+\nH+3t7WK8pLYkUjxhwgR6enqQyWQYDAbS09OR5pHSZGHx4sUiqjo0NCSug6RH/uSTTxg/fjxtbW1Y\nLBYMBgM2m42WlhZMJpMYz5tuugmZTCZ01/fffz8OhwOZTCaO4fP5cDqd2O12ocU2Go20tbWJqLha\nraaxsRGlUikkEHBhwuR2u9FoNKSlpYlod3Nzsyg8FAgEBEHU6XQMDAzQ3d1NZmamcOfo6elhaGgI\ni8WCTCYTOm2Px0N8fLxI0pTGUZrA6PV6ent7ycjI4MEHHxT3hd/v5/HHH2ffvn0Eg0HhKpOWloZW\nq2VoaAi1Ws3cuXPp6+sTBEgulxMfHy/uZbfbTSgUoq+vjzNnzjBjxgz6+vpYtmwZ+/bt4+zZszid\nTkKhEOfOncNqtRIXFyekINLx8vPz2bt3r7BQHBgYEFHWffv2RTxfEjmWJCWNjY1MnDgRv98v7B73\n7dvH4OCgaE+6blL5eqkc/fD/j1ayfuHChRQWFrJkyRIhvSkuLhYSmzFjxkTILKJ/N5lMIyL9ALNn\nzxaTkUshuj1pQieNjVSsqKqqisLCQlwulyiG9Mgjj0Scy9q1ayksLMTtdvPxxx9HnD/AQw89xJEj\nR0RSd2NjI4mJidxyyy3ceuuteDwe5s6dK9qUtN7Sefz5z38eca4+n++S53jrrbdy6623AvDXv/41\nItL97rvvMmvWrEuOz5cJ0sT7qwTpHf15vau/KPiqXesv2/X9cp3NKAgGg7z11lvMmDGDSZMmib9/\n8skn/OlPf4rY9q677uKf/umfPpd+NTY2RmgP7Xa7iIJmZ2dz7tw5ZDKZIChSRFGpVBIMBrHZbAQC\nATo7O8nKymJgYACNRoPJZKKxsZFgMChIX3p6Ona7nXA4LKKqwWCQYDCIQqFALpdHRIMk4qfVarHZ\nbDQ0NAhSBRd0zjqdjtTUVLEU7/P5hIsIILywpWO99tprPP3008jlcrRarUgIbGlpERFXhUIh+i9F\nqf1+v5jRp6eniwiqROo9Ho8oeCFBIv1er5dQKER2djYmk4n29nbRlkKhABBl1iWbP0n6YbfbmTJl\nCh6Ph7S0NJKSkqiurhaTEolcWiwWTpw4IXTY0jFMJhN2ux2r1UpDQwNw4ctDGsNz586hUCiwWq1i\nBcBmsxEKhcS9oFAoIvprtVppbGwkPT1dEG273Y5CoUChUJCamsq5c+cYM2YMDoeD+Ph4saKh0+lI\nSUmhubmZ3Nxcenp66O3tJSkpib6+PoYvcAWDQeGKI1lFSishEuGVy+UiWirJcoLBoLiXcnJyaGho\nwG63C8nIwMAAQ0NDGI1G0tLSkMlkDAwM0NTUhMvlEs9BRUUFTz/9NOFwGJfLRVtbG2q1WhBR6XhS\nkqVOp2PXrl288MILEc/T8OdLkpFIEpfs7GxRLTQlJUUQcJfLRVJSEoWFhdjtdjEpi066lErTS3kO\nw/8e/VO6Z1QqFePHj+euu+7ivffeo76+ntzcXL72ta9F/H769OmINqXJsnS+99577yW/W+6++25+\n+9vfCmcZhUIRUSSqra1NXEfJXx0uRNhHOxe1Wk15eTlz5swZMRbp6emsW7cOi8UiHICG9/G+++7j\nzTff5Ny5cxFab2mb8+fPjzhXv99/2XOU0NTUNOJ79Nvf/vYV7RvD3zeSkpJudBdiiOGK8aUn2wcP\nHiQ1NZXbb7894u+zZs1i4sSJEX+TInpStPezRHQSkVRNUYpISqRsONlWKpUoFArC4TAJCQmcPn2a\n7OxsocOWNLo2mw2Px4NKpRIlta1WK16vVxBwQBByQGjFAeG2odPpSExMFLILaVYtRUOl9rOyslix\nYgULFy6M+Mxms7FixQo2bNhAZ2enIJPS8rFWq8VqtaJQKOjv7yc1NZWWlhZsNhs+nw+z2Sw021Kb\nWq1W6KoljbvP5xPHBfjxj3/M/v37RfRe0mxL5wT/Z2UZDoeRy+XU1dWJSLZarcZqtTJnzhz27t1L\nX1+fIMoajUZIX6Q+5eXliaqW0jGkCZFCoRDl1BUKhfDglqwPdTqdiCxKEUir1crQ0JBoR6FQiG0l\nOYNKpcLlcmGxWMQ5SUmder1e2KRpNBqsVqu4fiqVimXLllFSUiLGzGAwRFx/aVwk+cTwz1QqFenp\n6eh0Onp6evB4PKIPHo9HTIZqamowGAzivtNqtUKeJHliS8V+1q9fj8/nE/dMZ2cnVqsVuECgLBYL\nWq2WoqIinE6nOJ60fWJiIk6nc0QhpOHPV25uLsFgkEWLFmGxWNi6dStLly6ltLSU7u5uQcD9fr8o\nSFRUVERcXJxoc3jS5YwZMzh48KCINg1PEh3+02AwMHnyZLZv305OTg7Tpk2jr6+PGTNmMGPGDODC\nqtXw3/v6+iLalO4f6Tl2OByX/X65/fbbhUb7T3/6U8TYWCyWUSPq0b9L5+Dz+YRfe/RYSBKxtrY2\nFixYgNPpJCcnh9/97ndCp/71r3+d+Ph4HnrooYjvO4fDMeKYUt9+97vfkZeXJybFF0NWVtaI79Er\nGZ8vC6Tn7asEpVJJUlLS5/au/qLgq3atpev8ZcGXWrNtt9tF1T0puvQv//IvjB8//qL7fF46MJ/P\nx0cffSSW/HU6ndBSSi9/mUyGVqslHA7j9XqFNCQcDgsdrlqtJjU1laNHj2I2m0lNTSUQCDA0NIRM\nJhO6WZfLRTAYFFISmUwmnDMkOYG0bHP27FkyMzPF8aWIOiBefuFwmMHBQZRKJW63G4/Hg16vJy0t\nDaVSKTS1LpdLELHk5GQCgQBOp1PIPXQ6HfX19RQXF/Pcc8+JKLSkZwYitOG9vb0YDAYGBwfRaDS4\n3W7hMS31Q4qCDwwMCLIqRbCNRqMoNCN9USuVSqHJNhqNBINB6urq6O7uprKykgULFhAOh9FoNEyb\nNo133nmHCRMmMHbsWJRKJWfPnsVsNpOUlCR0y8OPCxdIo0wmIyEhgUAgIIoOSdsmJyczNDQU8Tdp\n3OLj48X19/v94tyllYqhoSG6urrIzMwkEAgIX+1AICCIuF6vJxQKUVdXR3x8PHq9HpPJhNvtRqFQ\niPY1Go0gK2q1OuL6S3aPer1eROPj4+OFNl5aSSgtLeWZZ55Bo9FEJLlKUijp+kqrNQaDQYyhdE6S\nrEGKrDocDpRKpTjewMAAMpmMjIwMcnNz8Xq9HD58WDxPs2bNEk4lY8aMEbKDP//5z9TX14tIbEFB\ngXBukdx82traSEhIQK/Xi/9L2sFz585FJEYO1xAP12x3dXWRkJBwTY4mgUCAjz/++Jo12xCp75Ta\na2hoiNBsT5s2jerqaqF/Hv778HPp7+8Xen5Js63VajEajUyaNInq6uqI4jMADzzwQIQWfMaM/yhv\nEgAAIABJREFUGRFaa+k8os+1t7dXuOlcSaLoiRMn+Oijj8SE9bbbbvtMihh9UfFV0/FCTLP9VcGX\nTbP9pSbb14LP+wG+WNZ/NC7ngnCpz6OTipRKZcTLMFrf+vrrr/PP//zPIjp6LTZl13LukrPA1WB4\n/ySCYLFYIvoVfZz33nuPGTNmXPQ6RyeYLV++nMmTJ9Pc3Ew4HGbt2rXX1NcrwWjkTdK1P/nkk2K7\nzZs3R2iFr6Q/n+WXdfQ99mnui+uF0V7Kl3LgGI4rfS6/qLiRL+YrHePrsV/0Ptu3b+ehhx66hl7/\nfeKrRsAgRra/Kviyke0vvYzki44r9Y0drVT18O0u9Xm0P28oFIooFR8XFydKfRsMBhwOB8eOHSMv\nL29Eu9fTpizaN/lyRThGQ3T/pAS1qqoqHA6HiNhJxxkzZgx33XUXfX19F20zWuKTl5dHT08PFRUV\nPPPMM6MWFLkekJwZpAjkpk2bOHTokBj34X0aP378JUuVnz179rKk93qU1ZYgl8tF4qikUb8WW7zP\nmqBHX1vJEjEal3sub0TfbxSu9lyvdIyvx37XeqwYYoghhs8TMbJ9g3G9Xv5XU+xBkoC0trbS398v\ndLMdHR2Ew2E2b97MqlWryMvLG9Hu9SwqcbkiHRfD8Jd/dBEUKanr8OHDlJWVRUwI8vLyhG75Uhg+\nCYj2cp46deoVRbSvhYwdPnx4hDPDoUOH8PsveIcPd45QKpVMnz6dvLw8/va3v0WsVKxZs4YVK1ZE\nnHswGOTjjz+mvr5e9Cd6orJ7925SUlKumThebkJ4ue2rqqq44447PjVplcZ+uB2chNEmeKNdq8s9\nl1dzrn/vxPxqr+u1TqKvZT9pH7vd/pW0/oshhhj+PhAj2zcYV/qCudzL/2oiPNXV1SOKd3R2drJ1\n69YR+4/W7o2OJI0WzZYsyaSkLr1eD1zbhGD4JCAUCrFt27arJg6XIyijEbDoiYzkQiG5cBQUFIj9\nt23bxvTp0wGoq6uL2E9Shvn9fmpray+6QtHQ0CDKrbe0tHD8+HG2bt16zasVVzsRi97+8OHDxMXF\nfWq5RvS5Hjx4kBkzZkSQ8OGkdzTJyIwZMy75XF7NuV4tWYUvFkG/2ut6rZPoa9lP2ufWW28V0oIY\n2Y4hhhi+aIiR7RuMK33BXI6UX+zzKyF1brebWbNmRURzJaI3XIIRLcm4VunHpyUS0f1PSEhg27Zt\nQuNcVVXF8uXLAT71hGD49QkGgxw7duyKynlfjqCMRsCsVivLly8XVfdyc3PZtm2b0NlfbJJjMpki\nPpN0bsP/PxqxlSL/kp/ycA/qqyE80vX0er289NJLwtN6uEPM8O0kfb1cLo/YXq/XU1dXF3FvhcPh\nUe+V0e4haduTJ09GTCJOnDhBOBxGoVCMSnovdq0u9VxezaTzWlaDroWgf1b4IkywY4ghhhj+nhEj\n238nuBwpv9jno720o1+e//AP/8CMGTOQy+XIZLJRX/LD272WqNXl+nQ17UX3f+LEiRHSjmuNRl8O\nx48f5+GHH46Qa3R0dIwqvYi2njObzRw4cOCiE57o4ihS6WvJBUbS2Y92TmazOUJiotVqWbZsmZDY\njDZmwyP/kq2e5EF9tWQq+npu376dtra2EUUJRluRWLt2Ldu3b6e1tZXKykqeeOIJUXxFqmg42r0y\n2j0Uva3UvsfjYfbs2bz++usRYy5F/a+FTF6pHEUul19T+6PdHzcq+fR65FZcDF+kCH4MMcQQw2eF\nGNn+AuJ6OoCMFlV78MEHxcszNzeXadOmifaupyb7avp0Nce43Mv/YhMPKTLd1NSE1Wpl+vTpV/Vi\nH02ucTHphUT2JALc0NDA8uXLhTY6NTVVFA+SItDD2+7p6eHEiRM0NDQI4n4xsjVlyhQxjlKy5Jgx\nY8jJyWHKlCkEg0HC4TAbN27EZDKh0+k4efIkJSUlVFZWMnXqVABWrVo1YjyvxO0l+nqeOXOGTZs2\nsXnzZqZOnXrR7YYXfjGZTKxdu5YVK1aIz0+dOoXFYonQ5Ev3ymj3kMFg4JlnniEhIYGdO3ei0Wio\nqKgQhVQcDseoKwDXQiZHu8cu5mByLe1HE3SXyxUxCfksotwXI76Xm+h/GsL8aSbew487ZswY7r77\n7is+1xhiiCGGzxMxsv0FxPV0ABktqjb85RltJ/R5LBlfzTEu9iK/kuh69L4KhSKisMaePXtISkq6\nqFwh+m8ZGRkjyJrP5xPEUCaTif06OztxuVwkJCRQUVHB4sWLWbZsGQkJCdTX17Nu3ToqKio4deqU\niEZHk++L6dLfeecdkeA4nIzDhWI9U6dOFXpuuEACh0fkh7dVVVUlVjWkNt99913R5qlTp3C5XELq\nUVFRwaJFi9i2bZsY/+jrOWXKFGw2Gy6Xi7/85S8i6TF6O0lfL61MHD16NKL4isfjIT8/PyLhU7pX\nottKTU0dkYdgNpspKSkhPz+f6upqbDZbxARIivpfq8Y4GhebRI7W/uUI6nCCbjAYIiYhn8UEGK6d\n+F5qv8sFDqSKkddybtHHlSw9Y4ghhhi+aIiR7S8grqcDyNVG1aZOnSqS53L+v0b7SnC5l+qkSZP4\n5JNPxO/vvfcetbW1l+3Tp4l8Re+7a9cuEek8cuQI7e3tvPrqqyxbtoyWlpYIUjmaLKGqqmqEXGPn\nzp2CGM6ePVvsl5+fH0H8/H4/mzZtEi4jEkHftGkTcMHLu6ysTNgVRpOQ4aXCGxsbR5VMDCfjl3Kq\nGd5WU1MTycnJnDlzZoTzyvA2X3rpJVauXElNTQ35+fkR9+BNN91EVVUVhw8fRq/XU1JSQnFxMUVF\nRcydO1ckPUa7vPT390fYKEqfnzx5kqGhIXbu3CnOT9KuR28r3dfR4xUfH8+OHTvIz89Ho9FQVVXF\nLbfcgk6nE/tMmTLliu7lK43UXskkUmq7trZ2xP02/JoNJ+jRkxCDwcDRo0evu+TiWr9nLrXf5QIH\n0ZaWVzO5jz5ufX19jGzHEEMMX0jEyPYXENEvbbPZTGVlJeXl5VRXV4sX0pWQgiuJ2kVLBYYTrmuN\nbkW/VPfv38+Pf/zjiM+vpNDFaC/y0aK6o/lKR+974sQJtm7dSkVFBfPnz8doNLJgwQLOnTtHeXk5\nnZ2dgmA2NjaK/aSfDoeDWbNmRcg1nnnmGTwejyCGdXV1ItFQ2i8+Pp4333xT/F5bWysiwJmZmSI5\n0OFwRIzJ8HtgeKns1NRUBgcHWb16NRaLhfLycpRKJSUlJezcuXPEGEVLVoa3NTAwgN1u56mnnoog\n2NGkXNper9eLhFqpQmNOzoWS3WVlZaLvp06dEud1+vRpEfW/1L0ouagoFAoyMzNZunQp5eXlmEym\ny97XAwMDEeNlsVj4/ve/L0jqo48+Omr+wWgYbYIXPZ7d3d3o9XrMZjMTJ04UE8uqqqoIqc3l2h5+\nv12sX9LEoq6uDpfLxYoVK664wuLV4FpXtS613+UCBw6H45r14NHHzc3NveJ9Y4ghhhg+T8TI9hcQ\n0sv1zJkzDAwM8MILL9DZ2cnevXsxGo3ihXS9HAsuRgA+TXRrNJIc/fmdd9552XZHe5FfyvpvODHy\n+XwRbhcSCe7o6KCoqIje3l58Ph/BYJB58+ZRXFyMy+VCpVJhs9kYHByMcAfJycnh5ptvHiEHGN4X\nl8tFZmZmRJ8HBwd56KGHOHLkiJBNVFRUsGPHDlavXi2SA7dv3y7aHR65tdls+P1+0Zfly5dTXFxM\nIBAQUeSmpibWrl1LYWHhqGNUVVVFd3c3VqsVj8fDunXrBFH/7ne/K66L2+0GGEHKMzIyKCwspLKy\nkg0bNqDVarn33nsvGqGcNGmS2L6wsJDZs2dHFBoabWJYXV09qtzF4XCQnJwsVg5Gux/7+/vFqkNC\nQgJnz54lIyODjIwMXnnllYh7ORgMcvz48VFdZYLBID09PRHa74utJCxZsoTCwkKcTmfExHL37t1X\n/JxI91tqaqpIoB0tRyMvL4/GxkZefPFF0dZw6dL1iHB/Fv7Yoz2/0b9HP1PX0t8rKVYVQwwxxHCj\nECPbX0BIUbtTp05FvFxbWlr4x3/8R4LBIEePHh1hcXbq1CmAi0Z6oyEVOoluR61WR0RcP/zwQ5KS\nkjhx4gQmk4nU1FRkMhlnz54V3rbx8fG88cYb/OxnP6O6uhqr1RoRTY1257BarZckF1KfR5O1/Pa3\nv40gLFJ/pTGQSLJ07N27d9PQ0CDcNqxWq4hmr1+/nueff545c+agUqmYMWMGBw4cQKlUjljuVigU\nvPXWWxEE7aabbmL37t0cP35c6LMLCgp48803OXnyJDKZjIqKCp599ll+/vOf43A4hK95YWEh/f39\npKam8tJLL+F2uzl06BDt7e0iavrggw8il8v51a9+FRE57u7uprKykvz8fDo7Ozl48CB+vx+DwcBN\nN93Eu+++O2KJfezYsYTDYQ4dOiTkHgsXLsRms/HGG2/w6quvMm3aNPbt20d8fDxdXV3s2rULp9NJ\nfHw8breb/Px8VqxYQUlJCdu3b6evr48tW7bQ3NwspEFms5mGhgZcLhdPPPEEfX19IuofCATYuHEj\nZWVl3HHHHRG6+NEKFPX09PDmm2/yyCOPMH36dEF8o+8Vi8XCwoULI8iw0+lk165dfP/736e6upqE\nhAQ+/PBDTCYTR44cob+/H5fLRXt7O93d3eJe6ujo4Je//KW4RklJSbjd7lGLJ7lcrhETyUv5lUeT\nzenTp7N///4R1UJHy9GI3ne4y4pcLo+YNAQCAbHycKVVRT8Lf+xoIn49rENHO65KdfliVTHEEEMM\nNwoxsv0Fxvjx43nppZfo7+/HYDAwfvx44OIWah6Ph4cffpg9e/bQ19dHR0cHp0+fFtrUaNmJUqnk\nwQcfHNGO3+9n3bp12O12Vq1aJRLjCgoKxHaAiCYXFhaydOlSCgsLKSgooL6+nhUrVkRokKdMmcIb\nb7xBQ0MDWVlZ6HQ6UlJSqKmpob+/n7q6OhGBlioZTp06lUOHDgkt8PLly4V2dzjp8Pv9zJs3T4zB\no48+GhGd7+zsZPz48axYsYK0tDTi4uLQarUUFxfzyiuv0NnZyfTp06msrBSEJZqstrS0jEjA8/v9\n5OXlkZKSElEQaHBwUEQdpTEaGBjAYrFw7tw55s2bx86dO3G73chkMtxuN4sWLYoYWylqOvwY0QmB\nUkTbbDbz0EMPUV1dTWZmJu++++4I6Ug4HGbu3LlUVFRE+GurVCo2b97M/fffz9KlS2lpaaG8vJz8\n/HzGjh3Lq6++yv3338/58+cjyL4kySksLGTevHkYjUZ6e3uZPXs2oVAInU6HUqnE5XKxZcsWIYdq\na2tj8eLFHD58mEAggE6nY+nSpaKfe/bsoa2tjfLycgwGA8nJyTz00EOYzWYWL16MXq8fEbF3OBzY\nbDbeeust/vznP4uViIULF/LII48QDocpKiqio6ODVatWsX//ftasWSPakKwHV65cKcZfWulQq9Ws\nXLlSJGpKCa06nU5E/7OysiKeU51Oh9/v5/Tp03R3d6PVajEajWJy9s4771BbW4vb7RbP10svvSSq\nhY62KiRNMPbv3y9WaSSXlerqanEtpPvlk08+uWJN/3Bcbyu+0Yj49UhGvRrE7AVjiCGGG40Y2b7B\nuFRiodlsJi4ujv7+fuCC00QoFKKtrS1iydxoNIrItN/v59ixY4JQ7d27VyQiRhf12LNnT8RLXalU\nUlhYSEVFBU8//XREVL2zs1NEj10uF+np6dxzzz3813/9l9gvHA5jt9spLi4GGKFBlslkghBIiYLJ\nycn4/X7WrFlDRUUFRUVFIjK4f/9+Nm/eLCJ+L730krAujI4mP/300xFjMFwOkZKSQl1dHdOnTycu\nLo6GhgamTZuGz+fjhz/8IcuXL484zmhe5MnJyVRUVGC325HJZITDYUGop02bNqI/c+bMIT09XTiQ\nVFRUMHfuXJEkWVhYiNVqpaioiKVLl4qx1el0wuFErVZz7tw5+vv7MRqNbN68mfj4eFQqFRqNhlOn\nTjFhwgQCgQAmk4n9+/fj9XpFZL+0tJTm5maGhoawWq2YzWY6OzspKytjy5YteDwexo4dy6FDh3j4\n4Ydpb29n1apVFBYWolar6erqYsmSJTQ1NZGVlcXrr79Ob28v5eXlQpKjVqtJSEigq6sLh8NBf38/\n6enpqFQq1Go1kyZNYtWqVWg0Gnp7e9m9ezeFhYUMDg7yt7/9Db1eT2FhIa2trezcuZNjx46RkpJC\naWkpSqWSnp4eUlJSKC8v5wc/+AEDAwMRqzDDi/NUVVWRl5fHkSNHyM/P57XXXmPp0qUYjUaWL1/O\nsmXLRpU0dXV1YbFYKCwsJCUlhcHBQeRyObfeeis+n4/GxkYRZT9+/Djvv/8++/fvp6qqis7OzhHS\nBSnKmpKSwpNPPklFRQXBYJC//vWv3HLLLeTl5VFXVxfxfKnValavXo1cLic3N/eyzjTLli1j9+7d\nFBUVMWXKFMxmMy6XS/hxj7ZKIJ3vaHkPUi6B1WpFoVAwODg4wnXmeny/fRqie61tfZEKBMUQQwxf\nTcTI9g2CpBs9c+YMiYmJ4uW2YcMG6uvrsVgslJWVsWDBAtrb2wHweDx8/PHHeL1eMjMzBfFZv349\nKSkprFy5krKysoiCJU1NTXR1ddHd3c24ceMilv47OjrYvXs3MpmMHTt2kJaWRktLi/Bp3rBhAzab\njf/93//FbDYLUuN0Ounq6uKxxx7j/fffJyMjg3A4jF6vZ3BwELhAOJKSkvjggw9ITExEJpNRX18f\nQZTa2tro6+tj2rRp+P1+ampqWLduHQ6HA7/fz5EjR1i8eLFIrJTJZJhMJg4cOIDJZCItLY3BwUGU\nSiW5ubkRkee8vDyhS46PjxckT6fTUVFRQXV1tYikDw0N8fzzz1NfX4/H48Fut2M2m1mzZg02m42B\ngQERgdyzZw+vvvoqCxYsAGDRokWUlpYSDoeZMWMG7e3tKJVKITXJyMgQfZw5cyYbN27E4/GQmppK\nQkICJSUlJCYmsnjxYl588UUyMzORy+W8/vrrDAwMYDab6enpASAlJQWtVktLSwtGoxGbzcaxY8eY\nMmUKOp2OcDgskvNeeeUV2tvbsVqtqFQq+vr6mDdvniDca9asISEhgc7OTu677z7S0tIwGAz80z/9\nE263m2nTpqFQKPD7/RFjn56ezvbt2/H5fNx6661oNBri4uLEP61WS3t7O4mJiSQkJGC32xk7dizB\nYJCcnBy2bduG3W6ntraWb3/72zidTgAqKyt5+eWXaWtrIxgM0tbWJto2Go0olUqys7PR6XTodDq2\nbNnCnj17mDVrFm+//TZyuZzq6mrGjBmDwWAQ19ZisZCQkMB9993HrFmzeOONN9Dr9WzZsoXU1FSq\nqqrIzc1Fr9dTXFzMmjVrMBqN+Hw+CgoKIvYdGBjgJz/5CSdPnsRut5OZmYnH4yErKwuHwyGe7fT0\ndKqqqtBqtezZswe3241Wq6W3t5c//OEPyOVyrFYrJSUl4tzT09NJSkqipKSEJUuWUFJSgkajIT4+\nHo/HM6qEpaOjg9LSUrZs2UJpaSkajYampiaR7Lp//36ampoYGhoiLi5OPJcpKSkcOnSIhoYGNm/e\nLFauhoaGWLlyJcXFxQwODlJcXCy+e6K/uy6WLBpdUTW6ENTFiO6VEOlrJc2fxs0phhhiiOF6QLF6\n9erVN7oTXyQMDg4SCoU+8+NIL6Hf/e53/O53v+OOO+4gLy8Pl8vFqlWreO+99ygpKaGmpoZNmzbx\nwQcfcN999zEwMEBHRwc//elPxT4DAwM888wzfOc73+Hee++lrKwMp9OJSqXiJz/5iSAuBoOB+fPn\nc8cddzBr1ixSU1PRarU8+eSTvPzyy+Klu27dOpRKJfPnz+fdd9/lmWeeYcuWLWRmZtLe3k56ejpu\nt5u+vj6+/vWvU1ZWxq9+9SsefPBBEhMTsVqt3H333WzatIlx48bR2NhIc3MzhYWFfPjhhxQUFPDh\nhx8yZ84choaG8Pl8/PGPf+Tuu+/G4/EQCoX4n//5H/H7N77xDc6fP8+DDz6IWq3GbrdTUFDAI488\nwvPPP8+OHTtITk5mzJgx3HLLLdxzzz14PB5WrFjBe++9J2znvF4vDQ0N3H///bzzzjtMnjyZjRs3\n8sEHH/Ctb32LuLg4nn/+eR5++GHOnj1LYWEh7777Lt/73vfYt28foVCIsWPHcu+999LZ2cmmTZvI\nz8/H6/Xy8ssvk5OTg9/v58EHHyQpKYn29naefvppvve97/HNb36TN954g1tuuUVoxP/t3/5NyBzc\nbjd33HEHfr9fRLLVarUg1qFQiOPHj5OcnIxGo6G9vR2Xy4VMJsPj8dDS0kJraysWiwWfz0cgECAh\nIUH8PT09naGhISorK5kyZQpNTU0YDAZUKhUzZ86kqKiIO++8k7y8PJKTk+nq6hIkvby8nAkTJqBQ\nKAgGg3i9XtxuN1/72teIj4+npqZG/F2hUKBSqRgaGhIRZK1WS11dHVqtFq/Xi1arZcKECaJiaVxc\nHDabTSSrWiwWDAYDGo2G06dPEwgExPiNGTMGjUaDx+Nh5syZBINBMWGNj4+nra2NkpISysrKmDlz\nJunp6dTW1vKNb3yDlpYWOjs7SUxMpLW1lWeffZbi4mKam5uRyWSMGTMGn8+H0+mku7ub/v5+5HI5\nM2fOZOXKlXz729+mtbWVm266iaysLDo7OzGbzSgUCgoKCvjggw/Ec+r1egmFQpw9e5b09HQRQa+v\nr2fVqlVMnjwZgLVr17Jp0yZcLhdnz57ltttuA6CxsZEVK1Zw77338thjj1FQUMAf//hHVCoV3/zm\nN/nwww/5wQ9+QEtLC2PHjsXn86HX6+np6eH3v/89oVCIW265BbPZzPLly/nhD3/IuHHjuOeee0hI\nSMDj8dDV1cWsWbP4/e9/z+23305JSQnPPPMMg4ODYkKdnZ1Nb28v3d3d/PnPf2ZoaIienh4efPBB\nfvOb33DgwAFmz55NcXExqampQj8v4X//93957733AESfRrMTPX78OLNnz+Y3v/kNv/71r/nHf/zH\niHaCwSCnT58mJyeHb33rW5w+fZpJkyYxefJkZDIZCoWC+Pj4Ub+/h4aG+PWvf00oFEKlUrFgwQLS\n09Ov+3f6jYBKpSIQCNzobnyuuNS1/jLjq3atpev8ZUEssn2DMJorgUwmY8KECeJvbW1tEVFqh8NB\nIBCISM6SyWRkZGSI7TUaDcXFxbS1tWGxWGhubhbSBUli4XK5SElJobe3l0AggN/v5/z586xevZrC\nwkKamprIzs4Wx7Xb7VRXV7Nw4ULOnDmD3W5Hq9UyZswYvve974lzampqQqlUCgu3QCBAOBwWS9hS\nexqNRujKKysrKSkpiXCukBLTKisrWb9+PY8//jgVFRXIZDLOnTuHx+MR5yuNi8PhEPIVgHXr1gkr\nvK6uLmQyGSkpKej1etra2lCpVBFj3dXVJeQbtbW14ktNWh2A/7O+a2trIxAI0NjYiNvtxmazUVxc\nTH9/P319fSJRNSUlBbPZLPafO3euIKBNTU0iymaxWDAajaxatYqKigrkcjnNzc0Eg0Ghc9ZoNOj1\nepqampDJZKSlpQlN+Pr161EqlQwMDNDW1oZcLkepVBIIBMjMzOT48ePY7Xa8Xi/V1dUsWrQIn89H\nb28voVCIYDBIY2MjDoeDYDDIa6+9xpw5cwgGg2RlZTF//nwyMzNpbW0VRZCCwaAYa6PRiNfrpaur\nC4/HQzgcRqlUolar8Xq9OBwOXC4XdrsduCAnkiRRfX19GI1GMY7StXE6nTidToxGIyaTifPnz3Pb\nbbeNOL9QKCTa7uvrY+zYsUL3vG7dOl5++WW6uroIh8N0d3cDCFmINP7d3d3ifEwmE+FwmObmZiwW\nizheY2MjdrtdPGvS6kVPTw/BYHCEnZ3P50OhUIgESo1GQ1JSEoODgyNkHTU1NUycOFHYKk6cOFHc\ni83Nzfj9fvR6Pa+++iopKSm0tLRQVFSESqXCZDJRW1tLdnY2drsdn88n7lWTySSekRMnTghP99LS\nUjFuw7eV5FeTJ08WVUePHz/OK6+8EqH53r17d8T5St7rLpeL2traiKixyWSKkGOlpKRw4MCBEUmb\nlytuU11dPcK73uVycezYsctGqT/LcvMxxBBDDFeCGNm+QYjWBEuJVpJkQPKNlSrHDU8wkyrvSft0\nd3cLb2G9Xj8ikQ8Qy87SfmlpaZSUlLB+/Xqxr/SyHe4TLTmJFBUV4XQ6MRgMWK1WEbmLdhg5d+5c\nhC55eBlyqb2cnBzOnz+PyWTi6aefFol0TzzxBE6nk5ycHBoaGiguLkav10f03WazYTabRZ+l9qS2\npb4EAgFhhSdNYpqamgSBlyYVw8c2HA6jUqmIi4tDrVZH9He4BWBpaSktLS3YbDYmT55MfHw8n3zy\nCRMmTMBgMNDc3CzGfN68eWRnZ3Pu3Dn8fr/oc3Z2tvjZ1tZGRkYGe/bswel0EggEsNlswAUHGovF\ngk6nY8WKFaxfvx6ZTCacF6QxMplMvPbaaxQXF9PX10dKSgpqtZpwOIzBYMBms3HmzBmKiorQarXi\nPFauXMmGDRtQqVSkp6cjl8vp7OzEYDCIPq5Zs4Zdu3ZhNpuFXCUcDuP1etFoNITDYV544QWeeOIJ\nodeWJiPZ2dnExcXh8XjEOYVCIRQKBYFAAJ/Ph81mIysrC41GQ1paGqFQCKPRiNFoRKvVCmJeU1PD\nzTffjFqtxul0otPp8Hq9QqIyODgonoWpU6dis9nIzs5Gq9UKMglgs9nwer1i/P1+P2azGbVajVar\nJRwOk5ubK+RCGo0m4j5LS0tDrVaj0WhIT08Xq0jSvZeVlYXH40GpVOLz+bBYLMTFxREIBEQRJIPB\nIPT3kydPRq1WU1lZKZIype0kUjowMEA4HOa5555j165dKJVKnE4nHo+HyZMni+cvHA78PmVlAAAg\nAElEQVSzbNkyDAYDTqdT3G/DbRxlMhkWi0WsIhQVFdHX1ydWOeRyOTqdTiTKRk8OpDGWzleaJEhO\nRcMlIWazmT179ohJpdvtHuHpLunth7cpjTUwqh2jWq2mvLycVatWXZZsX68KoTHEEEMM1wpZWApD\nxgAg9MKfNUKhEMeOHaO2tlZocRMTE/F4PNTV1ZGTk8OsWbP45JNPOH/+PFarVRCPtrY24uPj0Wq1\nKBQKWltbhUZ4/PjxVFdXiyp9wy3w9u/fL44fDodRq9X4/X5CoRAtLS0MDQ2Rm5vLT3/6U5599ln8\nfn/Ey15K/Nq1a5dYojcYDCKKnpyczFNPPUVLSwtwIYI2btw4EhISADh37hxms5nGxkba29sxGAxM\nnz4dnU7HqVOnSE1NxWQyMTAwwNmzZ7HZbBw8eJD/+I//YO/evUI+0NPTg9lsJhAIkJSUJCJkqamp\ndHR00NPTI3ThUjTPZrNRW1uLxWJhcHCQgoIC9u/fT2Njo9A1y2Qy+vr6BOGX+iBdB2nbffv28f77\n77Nv3z7i4uLYuXMnP/rRj6ivr0en05GZmUlTUxNbtmyhoKAAo9FIcXExzz77LHq9HoPBIJY/q6qq\n+MlPfkIoFMJut4tI4MDAAAqFAqPRiE6no7m5GYPBICZCLS0tIvJ98OBBZs2aRU5ODuFwGI1Gg0aj\nobm5Ga/XS1ZWFlqtloaGBvR6PS0tLXg8HlJSUoiLi8Pn89HZ2Sm084ODg0IK8tZbb/Ff//VfbNq0\niTfffJO5c+cyadIk2tvbMZlMbN++nX/5l38hLS2N+Ph41Gq1iASXlpby7LPPCumH2+0mJSUFl8tF\nIBAQpPydd97hgQceICEhgaGhId5++21mzpzJ22+/zbx58wSxKigo4Be/+AVz585Fq9Wi1WoFYY+L\ni6Ovr4+zZ88ik8lISEjAYrHw29/+VrTt8Xjwer1i/KVEV7/fj9PpxOfzcc8993D48GHhb24wGHA4\nHGg0GgKBAHFxcWg0GoLBIG+99RZz5szB4/Fw9uxZTCYTTqeTMWPGEAwG0Wg0ACiVF2IaEikPBoM0\nNzeLxETp3gsGg8jlcrxeryCngUBA3JdSpNxkMgEQHx8vxlyhUPDqq69y9913i8mASqWit7eXxMRE\nkpKSOH78OCkpKcTHxyOTyYALeSAajUY4qUg/pXOW8kKeeOIJXnzxRaGVHhwcFC5BwycJqampBAKB\nizqh7Nixg+bmZnbu3MmcOXPE87lt2zZSU1OFZvu2224T43b06NER7cEFCc6BAwe4+eabRSKpw+Fg\naGjoK+M+Iq00fZUw/Fp/Hu/qLwq+atdaus5fFsQi2zcIl4q23HrrreL/d95554jiL9HJRA8//HDE\ny0TSKB8/fpwlS5aQmJhIb28vK1asID8/P8Kyb/LkyRGVHV966SU6Ozvx+/2sWLEClUrFgQMH0Ol0\nES+8r3/964wbNw648MJOS0tDqVRGlJUeO3Yst99+u+jb9OnT+cMf/sDKlStFO6+//jq33HIL06dP\njzjH2267jWPHjnHbbbdx77330tbWJpK5qqqquOOOO5DL5Rw9epQHHnhAtLd//34xUZBcRPLz8ykt\nLeWFF14AYOPGjRw8eJDW1laxcgCwbNmyEeXTpajb8DGqqKjg5MmT/O1vf2PChAncfvvtBAIBMjIy\naG5uxuVyiaTIwcFBli1bhkp1oZiNdF1qa2tJTU3l3//93+nu7iY+Pp7y8nIxMaqoqADgueeeY/36\n9ULD/dRTT4ltfv7zn1NbW8tf/vIX7rnnHhoaGli1ahXbt29HoVCwcOFCKioq6O7uFsVvHn/8cWHx\nuGHDBgoKCqioqKCiooLFixdjtVp57bXXqK6uZs+ePdx5552cOXNGWMxlZmZSU1OD0Wjk+PHjfPOb\n38RsNiOXy0X0dPj1GBgY4MSJE2RlZdHc3CwI265du5DL5XR0dPDHP/6RjIwMJk+eLPqp0Wg4dOgQ\n3//+9wG4//77xf3b0dHBr371K+Ees2bNGtLT04VFnkT+jhw5woQJE6ivrxcSqeLiYpYvX87kyZPF\nxGVwcJDe3l4yMjI4dOgQvb29vPbaaxEVRVX/373n5ZdfZsmSJbzwwgvk5+dTV1fH888/H0EEDx8+\nzCuvvCIsBSVIKy1Wq5Vly5axbt26iBWYWbNmIZPJmDt3rmivqKhIjFlFRQU//elP2bVrF42NjRER\nYoD333+fO++8kyeffJKqqirmzJkj2tm9ezdWq5Xu7m7sdrtIIJWeJUkzPRpBrqqqwmAwCNtNSYYx\nNDTE8ePHyc/Pp6ioiGXLlnHXXXeNsM2MlsxINoUS4ZdeqqN5i8NIyZ1erycxMZEDBw5cUZXOmPtI\nDDHEcKMRI9t/Jxhe9S45ORmHwyHI52gvk9Gq8UlaVfi/l2D0i0ypVFJVVUVXVxe/+MUvIgrYSH9P\nSEiIKFMtYdKkSRFVD1UqFe+++26EpWFra2uEI0lraysffPCB8KGWolASQR9OZCoqKmhqahJ+23l5\neSP639raSlVVFXV1dSJZ0GazkZOTIwr1jBkzhoaGBkwmU4TF2syZMykrK6O8vDxCKx99jNraWp59\n9lmSkpKw2+2sXr2a0tJSUcBmzpw5bN26VSyNb9y4UXiNf/TRRyIiuHXrVmH3tnnzZl5++WUaGxvJ\nzMykr6+PsrIy1q1bR2trq3B5kbZJTU2lvLxcuKqUlJQIWdDAwAAej0dY6jmdTlH8RrKTLC0tFc4i\nPT09LF26FLPZzIkTJ1i8eDH5+fmisqVEfisqKujv70en09HS0oJcLiczM5NAIEBHRwft7e2YzWZe\nf/111Go1oVCIcDjMz372M37wgx8wefJkDhw4wPbt2+nu7uZXv/oV3/nOd5g3bx5Wq5X+/n4KCgpw\nOBxkZGRgs9lElLa1tZXi4mK6u7sxmUzMnTtX+FIrlUrcbjfjx48Xsphf/OIX3HbbbXg8HiZMmIDf\n78fn8wnZQ01NDVOmTGHevHns2bOHpKQk2traeOuttygoKGDXrl2cPHkStVrNL3/5Sw4ePMixY8e4\n//77aW5upqysjObmZtLT04Xk42c/+xlut5ubb74Zs9lMV1fXiHwFl8sldOkWi4VTp06Jv585cwad\nTifGT3ruV69ejUwmo7W1Fb/fT3t7O/Hx8fzsZz/DaDTS19dHKBSiqqqKDRs2jHrPSnaaUpXSpUuX\nsnz5cg4fPgyA1+uNsBOVFjwlDfqdd945YkIc7S+fmZnJqVOnRlRunTJlinj2pAlOQkICU6ZMEQT+\nUprtaMndxIkThe84MIJwx9xHYoghhi8aYmT7BmI0u6vhFfWGJxFFS0KkYiLFxcWjvkwuVhZ6uHZT\n0l8PJ5xZWVns3buX9957T0SKV6xYIT6PjipHR5CkF1+0pWFZWVlE5GrXrl0iobGxsVFEYoe339TU\nFEEAXC6X2EfyEzabzWzatEnIUiRnjxdeeEFEIzdt2sSePXtYt24dGo2GhoYGBgcHefnllykuLhaF\nSlpaWhgcHGTDhg0RWnmr1Rqh2Z4wYQI9PT3s2LGDBQsWCBmA1+uls7OTiRMnUlhYSHt7O319fYJ0\nRPuGS9vs2LGD4uJiWltb0ev1/OhHPxLXUUoAO3LkCHAhCfXVV18VUdcjR45QW1srEhzVajWJiYnC\neWbXrl0Eg0Hi4uIYP348S5cuFXpuSdvtdDrJyMhArVYzbdo0mpqaBHlavHgxp06dIiUlRfRTr9dT\nWlpKZ2cnu3btwm63k5ubi0wmo7e3l6GhIWw2G06nk4ULF7JhwwYyMjJYtmyZiK7LZDKWLFlCW1sb\nJpOJt99+m+9973vIZDIhjyorK0Mul3P+/HlkMhnz589n37599PT0YDKZmDlzJtXV1UJrrlQqWbdu\nHR0dHTz66KOEw2ESEhJQKBS88cYbJCQk8Oabb+J0Ount7aWnp0ckISoUCjweDwsWLKC+vp4xY8Zg\ns9mQy+VUVlbyox/9SJDYMWPGMDQ0JI67evVqlixZwtKlS1GpVHi9Xp5//nkh+/L5fIwfP55t27bh\n8XjIzMzkwIEDvPnmmzzwwAO88cYbOJ1OoSNvbGwkNzcXuVwuIuhr165l//79vP7668THx9PT00Ny\ncrLIHaipqWFwcJDFixdTUlJCZmbmCMJrNps5c+YMW7duZefOnbz00kvk5ubS2tpKVlaWKGglPZ/S\n/T9cPz0cN910E1VVVRFFp6SqqJWVlaxevZrW1lZKSkpYt24doVCI/8fel4dXWZ7p32ffT5az5ewh\ngUAIELAotehUbavt0BaXugBaMVZAZVWjiAchGwSCgMhiQKKAceay7YB1OjP16qUznS46KgUxoGFJ\ncnLOSXL2k+Ts2++PzPv0nBBQ29ofU/NcV69izve93/u93/a893s/9717925KmKdPn56XwF+Ksz26\nwJHP5+etnhw9ejRvNXB0cn6p/o/HeIzHePytYlz6b1T8LeWExpK7crvdeX8rKytDbW0tjh07hlWr\nVuE///M/SUIrkUjg/fffx3333Yfjx48jFotBpVLh1KlTcLvdmDt3Ljo7OxGLxbB06VIsXrwYZrMZ\ns2bNwh133IFUKoVNmzZhw4YNmDRpEr7zne/A5/PhxhtvxLvvvotgMIiysjLMmTOHjltaWgqxWAy9\nXo93330Xb775JoARDvrcuXORSCTGlDQcHh7Gr371K9p2zpw5mDdvHp577jnMmzcPIpGI7NtZ+wMD\nAySp9rvf/Q6LFi3ChAkT8N3vfhd8Ph+rV6/GsWPHcMMNN6C+vh6//e1v8c1vfhNDQ0N4++23kclk\nUFFRAalUiu3bt2PixIlYu3Ytrr32WjQ2NmLVqlWIxWKIRqMQCoVIJBKkiXzrrbfi6quvxgMPPAC/\n349AIACxWIxFixYhGAyioKAAOp0OqVQKixYtgsFgQCaTwW233QaHwwEul0uaz/PmzcNvf/tb6HQ6\n3HLLLXjjjTeQyWRw9dVXg8/nY9asWcStDgQCuOuuu3D99dejs7MT3/rWtzA4OAgejweRSAStVotp\n06bhrbfewve//33Mnz8fFosFb775Jm6++WYUFRXB5/Ph4MGDcDqduP7666HRaBCPx8HlciGTybBv\n3z6yuGYTMYlEgu7ubkilUmg0GlRVVSGdTkOpVCKZTMJgMODmm29GV1cXIpEIrrnmGrz11lu47rrr\n8Oyzz+KWW24hGT9W1CoSiXDNNddAIpEglUqhuroaoVAIkUgE0WgUAoGAVFYmT55MqjEvvvgi6Vpz\nOBzi6rvdbphMJqjVagwMDOCWW27BNddcQ6omLNEtKChAb28vtm7diuuvvx6Dg4NIp9Pg8/k4ffo0\nqZ+YzWb09vbiu9/9LqRSKbZs2YLKykqUlpait7eXLOpnzZqF3t5eFBYWUoKdSCTgdDoxPDyM733v\ne8hmswgGgzh48CDmzp0LgUBA98jQ0BBxoVUqFY4cOYJJkyZh0qRJcLlccLvdMBgMkMlk6OjowNat\nW3HLLbdQoaZQKERHRwd0Oh2MRiMh9P39/YhEIpBKpdi6dStmzJgBn8+H22+/HRwOB4899hhaWlow\na9Ys7Ny5E3V1deByufiP//gPkvqbPXs2GUtVV1fj7NmzCAaDuP7663HffffhoYcewrRp04jywYIB\nBWfPngWXy8X+/fvR29uLyZMno6WlBatWrUI8Hse+ffvQ29uLiRMnwmazYfPmzaipqcGMGTPy2tRq\ntbjhhhswd+5cLFu2LO93VtA5ZcoUlJSU4Pe///1F752qqiqSg1Or1ZdsK7f/H330Ed59913EYjFo\ntdqLtvm/EKzu4asU49J/X40Yl/4bj79ajLXcyf7N/j+X9pHriqhUKjFhwgS0t7fnId7t7e15CDKz\nPs8tEjp//jx+8pOfUD8GBgagUCjQ1taGmpoa9PT0kP25XC6HVColuoNEIiEkfSwEafQ5sSSWFSGy\nbZksWU1NDex2Oyk+yOVynD17FtXV1SSPx9rq7e0lpZOXXnoJbW1t2L17d96St9/vR3V1Nerq6tDW\n1oaCggLSjM512mPjqVKpqM3W1lY4HI6L+KM2m4222bt3L4qLi5HJZDA8PIyKigoIBAIkEgloNBo8\n8cQTeZxqp9OJsrIyokq43W5a/pfL5VizZg0WLlxIShLDw8PYtWsXcevlcjnS6TRRMoLBIPh8Purr\n6wGMFM2k02msX78e6XQaXq8XJpMJ8+fPh8/nQ1FREY1Nf38/FAoF7rzzTkJ1M5kMhEIhBgcHYTQa\n4fV6YTQaUV5eDoFAAIfDgauuugp79+7F7bffDi6Xm6fAwdRmAoEAuFwuUqkUSktLEYvFSG7QYDCA\ny+VSQSNTIvH7/Zg8eTIcDgeCwSCh606nk4ps2djq9Xo89thjdA+r1WoqWBWJRIhEInC73UilUhCJ\nROBwOKipqUFvby/S6TSCwSCqqqqoGFQmk8HtdmP16tWIx+Nk8FNeXg6v1wur1UqTpkgkgtLSUnz8\n8ceYOHEigsEgKcYwJ1HGAb/zzjtht9vB5/NJk/61117DTTfdhEQiAaFQiHvvvRcejwdisRgKhQLh\ncBjd3d3gcDi0KhKJRJBIJCASicDn8/HYY48hkUigt7cXwWAQRUVFMJvNuHDhAnw+H/h8PhUTud1u\ncnWNx+MoLy+HSqXCmTNnoNPpSOVk06ZNiMfjOH/+PAoLC8HhcNDS0oKnn34aSqUSNTU1OHDgABVk\ns+dz8uTJF5nV1NfX49lnn6VnLJkcMUJi7xF2XolEAjNnzkQ6ncaJEyfyVvU+r2JIeXk56uvraQLD\nakdYfB71kXFe93iMx3j8LePvs0T7/0iwZBX403Lt6L/l0j6uvvpqbN++HW1tbZg+fTri8Tji8Xie\nJvToZNfn86G7uxsfffQRoQAajSbvGDqdDo2NjZSgWiwW+li3tbUhGo2Cw+GgoaGBZNaAPy3v7tmz\nh4qVRvc/mUyioqICWq2WbKaZjCArDuNyufTxb2trw9DQEP77v/8bZWVl2LlzJw4cOIBt27ahvLwc\nV111FXGz6+rqsHz5cpSUlKCurg5WqxVXXXUVDh8+jMbGRmzYsAFSqRQ6nQ42mw11dXVYsmQJSSdW\nVlaCx+PRWAUCAcyZMweDg4OXnPB4vV709vbitddeQ2VlJTo7O2n7bDaLpqYmGI1G2nZoaAhOp5Pc\n/Viyv3TpUuIbz5w5E7t370ZHRwcaGxtRU1ODaDSK06dP4+zZswCARYsW4YEHHkA8HkdhYSEaGhqQ\nTI5ojTMzIrfbDaPRCB6PR+cvFApJoUWr1ZKknlqthtlshtFohEajgUajIfk2p9OJ8+fPI5PJIJlM\nwu1246677kIoFML06dMRDoeh0Wiwc+dOSsJYO0xRxOPxwGq1YmhoCAMDA6S9HY1GIZfLoVKpYDAY\nEAgESJqQySY+9thjMBgM0Ov1KCkpIXnFVCpFWvOFhYUoLS3FwMAA0uk0hEIhzGYz6c7zeDzS7maS\nmD6fD1OnToXZbIZKpYLJZEJXVxeAEc7y+vXrwefzYTabweVyYTKZoNfrKYmtrKyEx+OB0WiETqfD\nkSNHwOVyUVVVhUwmA4VCAZ1OB4vFgrKyMpSWlsLj8WDlypVQKpUoKytDUVERMpkMDAYDFAoF5HI5\nLBYLSktLMWHCBOzbtw+NjY3kkKrValFSUgKJRILy8nJUVlaisLAQJpMJHA4HpaWlMBgM5Dg5ODhI\nykRtbW2kNsOUcABg06ZNePrpp6FSqVBRUYHy8nIIhUI0NDQgkUigpaWFtMP7+vqIauX3+9Hf34+O\njg74fD6sWrUKdXV10Gq19L5gz9jUqVPR2toKsViM9evXY+PGjWhsbIRMJkMmk6Fk99FHH8Wtt96K\nkydPfu73ZiqVQkNDA7Zt20bPQSqVwq9//Wv87Gc/w4kTJz4T8bwU0DEe4zEe4/FlxDiNZFT8LZem\nxlo61el09LelS5dCrVbja1/7Gh588EEUFxcjGAxCqVTi8ccfx5EjR/Cv//qvee5yixcvRllZGW65\n5RZ0dXWhqqoKtbW1ea5sHR0dmDVrFmbPno3vfOc7CIVCePvttzF37lzceuutaG9vxze+8Q0olUp8\n5zvfwcsvvwyj0Yjf/va3+O53vwuVSoX3338fLpcLCoUCxcXF+PTTT+F2uyGXy/GDH/wAM2fOxIIF\nC3D48GGUl5cjGAzCarWSPJhWq4VMJsPtt98OjUYDp9MJg8GA6667DocPHyat4lAoRG6Z0WgU3/zm\nN/Fv//ZvuO666/DDH/6QZOSeeeYZ7N27F0eOHMH999+PYDBIutA6nQ4lJSXo6urC1KlTMXHiRHz/\n+9/H888/j8rKSnzyySeIxWJ49NFHSQYxl8qxaNEiXHvttejs7MTcuXOh1WpRXV2NPXv2oKKiAvF4\nHF1dXSgpKUEkEsG0adPwm9/8BgsXLkQmk4HFYoFCoYBGoyG0Mh6Po7i4GHfccQcCgQB+/etf4557\n7sHvf/97TJ48GVVVVWRRHg6H8eCDD+JHP/oRMpkMioqKiLNbWloKLpeLm2++GUajEYFAAAMDA/jh\nD38Ij8cDh8OByZMnw2Kx4PDhwygpKUEikUBRURFcLhfMZjOtGnC5XCSTSZSUlMDhcCCRSODtt9+G\nRqOhpXYulwuBYMRZUqfTIZvN4o477kA8HifZP5/PB4PBQGipSqUiKTmDwYDXX3+dNOW5XC76+/tJ\nCpBRRsrKyhCJRJDNZsHlchEMBuH3++F2u0m2UiaTEUqu1WoBjBjsMJ10q9WKWCwGvV6Pf/mXf8Hc\nuXORSqUQi8XgdrtRVFSEgoICxONx9PX1Ye/evZg6dSoV8Xk8HnA4HAwMDCCVSpGeNJug7t+/H1VV\nVYhGo1AqlfS7RqPB0NAQ+Hw+CgsL4XA4UFhYiKKiIgQCAZLxc7lchJJLpVKEQiHcfPPN4HA4kMvl\n0Ov1ZLDErolIJIJCoUBvby+i0SiCwSAikQgikQhOnDiBKVOmoLi4GAMDA7jzzjvJREcmk+HQoUO4\n4YYboFQq8dZbb0Gv16OoqAihUIh483PnziXqzi9/+Utcd911mDNnDvVzeHgYQqEQPp8Per0emUwG\nX//616HVavHLX/4Sx48fxw9+8AMoFAq888471AdGS5szZw7x8HOpIFdffTXOnj37uSgd7733Xt6+\n1dXVcLvdCIfDCAQC2LBhA772ta/lOVDmRjqdRiAQQOn/ulF2dXVh0aJF/yddJb9q1AJgnEbyVYm/\nNxrJuM72qLiStDvH0pfNle1jxYLbt2+HSCS6qIjy0KFDqK2tpSX5LVu2wGAwQC6XY/Xq1XnFlo2N\njXjppZfg9/sxNDRESCmTFQNGpMvWr19PtI3GxkY0NDTAYrGQgUk0GoVEIoFQKMTLL7+MOXPmYOLE\nichms9i1axceeuihPJWLpUuX5qlpMLoC++B6PB48//zzWLBgAfh8PoqKisDlcrFz50488MADmDJl\nCuLxOBwOB+lGu91uWCwWehH7fD4oFAqitDAzG2CED8p4sV6vF16vl85927ZtUCgU1Dc+nw+RSASh\nUAiPx0MGL3K5HCdPnoRcLieqAKNn6PV6bNu2DStWrIDNZkNTUxPkcjmy2SwlSHK5nGgLjErB5XLz\nNLz5fD4tzb/66qtYuHAh6XDH43GcPXsWSqWS/hcMBiESiRCLxcDj8YivPGHChLyVh3g8Drlcjkgk\ngnQ6TS84xhNniS1zWEylUggEAlCr1Uin0+BwOHA6nTCZTABASjSsv3w+Hx6PB1KpFH6/n35zOp0o\nLi4GANK69ng8KC0tpYSOJdrxeJxeuszEhiG4IpEInZ2dsFqtSKVSsNlsaG5uJhnKoqIien5y7eJj\nsRji8Tiy2SxZzDscDmi1WhQUFCAWi1HfOBwOuFwu8b4HBgagUqmQzWbpo8/uf5fLBaPRSMZGRqMR\nADA4OIhwOIyCggLw+Xyi6wgEI9r1mUwG4XAYAwMDMBqNyGazyGQyRK86e/YsjEYjenp6IBaLYTQa\nweFw8qha7JyLi4vB4/GQTCbB5XJphaKwsBCxWAxDQ0Pw+Xx0bZkGOkPV+/v7iUu/e/du3HPPPYjF\nYmQ8xKhAu3btwrx582CxWCj5Zm6vjN7ECpI5HA6efvpptLa2gsfjoaSkJK/IMVfi8PDhwxepE+UW\nk49VLM7kE1mo1Wrceuut9N+svqW7uxtmszmvULm9vR0FBQXkZvl5dLlH92dwcJD6y5w3z549S6sM\nU6dOvajN3D6N1hb/vPFV014GxnW2vyrBrvPfS4wn26Pib/UAswIdZmrDEqyCggKS2lMqlVi7di0l\ny5fSgT506BBUKhV6e3vzuNg7duy4SAO4sbERBw4cQEFBAS5cuAC1Wk0W6wUFBaQiEgwGsXPnTixY\nsAAGgwFlZWUYHh7G9u3bcdNNN0Gn0wEAaSmnUim0tbWhubkZvb29lPwHAgGIRCKEw2EoFAoEAgGU\nlZVRcdkLL7yAhQsXorq6mgo8nU4noWsSiQTnzp1DWVkZfYjS6TR27dqFVatWwel0Qi6X45VXXsGa\nNWvgdruh1+vR1dUFnU5HRXdMFcJoNKKvrw88Hg8mkwlDQ0MkD8jhcHD69GlaVh8eHiYKCaNOBINB\nDA4Owmq1kgmHSqVCX18fCgsLIZPJyKo7Ho8jHA7jgw8+wKRJk2CxWJBIJKBSqRCLxcDlcsHj8XD+\n/HkkEgmUlZXB5/NBLpcjFApRYnb+/HlyOmQTia6uLqItJBIJeL1eqFQqqNVqRKNRXLhwAZMmTUIq\nlYLP50M4HCZUlBmoZDIZ9PX1oaysDABQUFCAZDKJwcFBQrndbjclslqtFh9++CEmTZoEp9MJmUyG\ngYEBVFdXo7OzExMnTkQikcDAwACkUilkMhm6urpQVlZGvF/mfqnX63Hu3DnE43GiJaVSKQwODqKw\nsBAXLlzIew4ZzSQUCkGj0cDn8+HcuXMoLy/H0NAQ9VMoFBLvniG+PB4PEydOhI+ahMkAACAASURB\nVN/vR29vL2bMmIHu7m5Eo1EYDAYAgNlsht/vp48Ze2YcDgcmTZpElCClUgmDwYATJ04Qws24w3a7\nHRaLBQ6HgwpML1y4gJkzZ5JxTm9vL03ueDweAoEApFIpGcrEYjEMDAygqqqKNOuZLb3T6YTFYgGP\nxyM7dZVKRfdnPB4HMKJYM2fOHPzxj38kdNflcqGkpIRQf6/Xi7KyMipYZcHcQUUiEcRiMTKZDBUd\nMqWkWCwGn8+H6dOn49y5c5DL5bR6xZ4Rl8uF8vJydHZ2YsqUKfB6vTCbzQgEAnA6nZgyZQqZJzEV\nGzbxYNKWdrsdFRUVSKfTNEFNJBLweDxQq9VIpVKQyWSIxWKkoMOoSpWVlZgxY0aecZhMJsOBAwfw\nzjvv4JVXXsGTTz4Jp9OJ5557jlZAXnzxRXLg7OjooP2EQiE5Yl5zzTX48MMP80x9mpqasGvXLjz+\n+OPw+/3weDx5gEVlZSWpLAEjifa7776LCxcu5B1XJpN9ITOer1oCBown21+VGE+2/87jb/UAX8oV\nDQAMBgOhv7kmNKPRn+PHj9PLvqamBhUVFXnmK+3t7ZBKpejo6EAsFiNt682bN0Ov1+Ohhx7KO75I\nJCIjG9YfDoeD8vJyxONxQoTZEm82m0V5eTnOnz9PyJJUKoXBYEAikUB/fz8l5UwnOJ1Oo6ysjNBM\n1ibTJ2btsgTZ4/EgEokQj3ZoaAjnzp2jpWOmrxyNRhEIBKDX68kZkCGuLPllSG0mk0EikSCEkyUV\nXC4XZ8+eJfSVfeiY22B/fz8MBgM5ADL0PJVKQSgUIhAIkLIDn88nqgcw8nHt6elBRUUFJTS5S+UM\nocxms4SSMht3DodDiDEwYuHOEFOWYEmlUly4cAFWq5XOhSUnQqEw75ox9JVRd/r6+pDNZinxtNvt\nKCkpIQfEeDyOgYEB4kSzFQM2HuwVwpDo3GB9YcG0otnEg6Gy7FhjBSu8ZPeQ0Wgkq3gmfZdKpWhl\ngE2s2Hmzsc61l2fj4XK58s6BbccmaUxlpq+vD0ajES6XC3q9np4bu90Oq9VK0pR8Pn/Mpd7c9lmf\n2LVg4z76nmDXJZ1Oo7y8HMlkElKpFIFAAP39/TRpYfeXz+cDADqf3HMHRlYdcq9r7rgoFAoMDg6S\n8yRbRRkdbJKYyWTg9/vpPnQ4HDAajXS9c4/Nzp21y67N2bNnYTabqW22yiUUCtHX14d169Zh//79\nWLJkCVpbWyESiXDu3Dl6Fzz00EOkvQ+A2hKLxbS6NvodW15ejnvvvRfNzc2Ix+O0WpdrHDQwMIBE\nIpG3isiUa5gEY+571mazYXh4GJWVlfD5fIhEIvQ+3LBhA5544gmoVCpMnz6dijCZulKuh4DH44HN\nZvtCRZtftQQMGE+2vyrx95Zsj6uR5EQsFiN05MsOu90+ZhEeANLCtdlsUCqV2LdvHyWA+/btQ+n/\nmkC0tLTQPkNDQ3A4HHm61MPDw/j2t7+NQCCAmpqaPCUQr9d70fFHG96wRHlgYADRaDTvbwz17u/v\nx/79+0ndI7dozWKx4NSpU0ThKC0txZNPPonly5eDw+Hg9ddfx5133okXX3wRNTU16O7uJsoDl8tF\nLBaDxWJBMBgkLW6r1Qq5XE6au8899xxWrlyJVCoFo9EIu90OYCSR0Ov1ZOTCENxPPvkEACjJZtQA\nllAPDQ1REV5ugsrGzW63Qy6Xw2w2w263U+FfOp2GwWCgfqbTaeh0OuoPQ2AvVYjFqDjAyBJ4d3c3\nnQ9Tnujp6YFEIoFarSYUNPcaMr10plUdjUapLzwej2gJJpOJ0DMul0voKOur2WyGy+VCJpOBWCxG\nIpGAyWSC3W6nFz57ETLaEUukAOQlnCwJZefIVlLsdjumTJmCzs5OSqYBUHLG5/OJ7lJYWIi+vj4A\nIKdIHo8Ho9EItVpNyL9WqyWEM5vNEs+acTv5fD6EQiEikQgkEgmAEWOW3GsiEomQyWTIEt3tdiMa\njcJqtcJut0Ov15OuOJvcuN1u2O12kgrM/SiO/kCO/u+SkhIad2Bk0hSLxZDJZIhDzLT2mQILj8cj\nrj3bl8fj0YeJXZPR/WDXlVGCWLD3ndfrJcR8dKKd25bFYqFJqdvtRjqdJoMnti/bfsqUKfjkk0/A\n5XKh1WrR399Pzx4z+GHBCjKBkQkDKzJmf2d29X19fRAKhfR3dn91dnbSPcfUWUa/49j9YTKZ4HK5\n8NJLL2HdunV5x2d65Ln7seOwYsrcdoeHhyGXy2ly3NHRcZG3gVqtRm9vL77xjW8AuLhAs6+vDxMm\nTLhIfYltf6lgClFfpeBwOLQq8rf4Vl8p8VW71v8XpTgvF1+dO/VzBPsA/C1myxaLJU8Kj6mOAH/i\nsA4PD2P27NmE+AJAVVUVgBHEcPT+Vqs1Dy05duwYotEoKYGwZfBQKASTyZRn1JJ7fNYeQ2haW1tR\nWFiIdDqNaDRKKJBSqUQqlYLT6SR1D7FYTEVqhw8fxte//nXo9XrSAmY0iGRyxP77kUceQU1NDXG4\neTweffAkEgl4PB79JpFIUFRURHSVlpaWPH42h8OBVqulAkTGi2VJNEPSGMfbarUiGo0S0sf0k81m\nM9LpNCF4wMiDz/itbFmbocgMMWeSaizhSKfThMKFQiG6RmOFQCCgbZ1OJ0pLSyESiWh7iURC/2aF\nhEqlkugebJIyun2WvOYizGKxGFarFWKxGE6nk6gobF+pVAqtVpvHm849Phsrdt7FxcV5YzX6+Azd\nFwgEhJxarVbE43FCyz9rgS333Bnlh/HN2W9KpTIPzQZAtJ3cscgNqVSah6qzRJ+NFftNJpPRM8vM\nbhi1JTfYsT5vsPYu9dvoc5bJZCSjyCZY7NxY4iEWi2nMR58rk5jMDS6XS3x1Vm/AVmtGRyKRoMJa\nuVwOkUhEcoq514i9Q3ORaJfLBavVSok6k3QEQPe6Xq+n1QeWFDMHWLYKotfrIRaLCdkfPXlgbcrl\n8ovekaWlpWhtbUUoFMLUqVNJMpL1u7S0FNlsNm+io1QqodfrqYiXmY2xdisrK8m9lRkpCQQCTJs2\nDXv37kUoFEIoFEJlZSVNWJhqE2ujrKyMVKLY31gNzOXiq4Z2AiPXpLCwEOFweBzZ/jsO9v77e4lx\nGsmo+FstTWUymTw+IfuwOZ1OsmHPdVO83P5M3WPKlCk4deoUob6M88e2/fTTT6FWqyGTybB161Yq\nEDp06BB9nE+fPg2NRgOJRAKXy0WcxUwmA6lUmrcNQ9JyuY2Mg+nxeMDn8yGTyYimcebMGUpQ/H4/\nFa91dnbCZDJBJpPR2LN2enp6qG0OhwO3242CggKIRCJqT61WIxwOA/jTbDgcDpNixfnz59HS0oKt\nW7dCJpORlKFcLkc8HqckhcnFsaJDlUpFhWTpdBqFhYXEj2ZjFAwGIZfLCZ0Vi8Xw+/2QSCREK+Dz\n+fD5fBAKhTAajRgcHKQxYYlCOp2mBCcYDEIoFEIsFhMSCyAv0c/VXB8cHITX60VRURG0Wi0VFMZi\nMUK1I5EIPvzwQygUCjL6+eijj6DVaqk4UyKR0LmHw2GacDFEGBhB3JjyiEgkQigUglgsRiQSQXFx\nMeRyOZ0fuybpdJrOhXH3nU4nIcUGg4EkDRmHXiwW070uEolIE5zL5dIEg12HTCYDh8MBpVIJsVhM\n9xefz0cikYBcLkdBQQHC4TAikQiUSiUymQzeeecdVFZWoqSkBNFolJwZRSIRCgoKAIDGXiKR0GSC\ny+UiHA4jkUhAKpWCz+fTOXO53Dz0nE3gMpkMent7UV5eDg6HA5/PRyhVMpmERCLBO++8g4KCAlx1\n1VXg8/ng8XhU+MuKPVkhq1QqpYQjFovRM8DUebhcLgwGAyKRCGKxGBQKBSKRCF0DNlkpKirCv//7\nv2P27NnIZDKQSCQ0UWROnj/72c9QUVEBo9FIYy8UCkmbnNGlCgoKaJVKJBJRHcPg4CD8fj8mTJiA\nwsJCRCIRiEQiQn4TiQS2bduG1atX0zuGmXEVFBRApVJh165deOKJJ2jSy/Tmc98ZLLLZLJqbm/Hg\ngw/CYrHQO1Yul9P4hEIhTJs2DRUVFXjvvfeIuhWJRNDQ0ICWlhb09vbmvXsY/WXWrFk4c+YMenp6\nUFxcDI/HQ9vxeDwMDAygpKSEipLZ+zm3SDKVSuG9997LK47kcrk4efLkRe/vy8VXLQEDxmkkX5X4\ne6ORjCfbo+L/xwN8ucr2z3rZ/jlx7NgxPProo/Tfe/bsyavcv1JjLHv7y40Pm2TkfrxY4eYXuc5f\n9Lh/6X6fN5LJJP7nf/7nsmoGo2sDjh07Rislo+8DVoD7xBNP4Pnnn8fRo0cxY8YM/Nd//RdOnjwJ\nhUKB/fv3Y9WqVXjyySfz9uNwOJg2bRqAEWQ1t9CXnTtzTM1VoABGkqMJEybgxz/+MbXZ1NSEdDqN\n6dOnw+VyURusSK+7uxtFRUXo7OwEh8PB/v37sW7dOlit1rwJ6I033ohgMEjX+lLnzOoYpFIpJBIJ\nzpw5g9LSUsyePRu/+93vLjr/qqoqVFVVoaOjA93d3RcVM2/btg2FhYXYsGEDFixYAA6Hg8rKSvT2\n9mL//v2477770NzcDIFgxCjpoYcegkAwYtbENN93796NpqYm9Pf3w2q1oqOjAxwOB0ajETKZjHj8\nXC4Xd999N51TbW0tZs2ahYULF2Lt2rWorq7Ghx9+CJ1Ol9dmSUkJzp8/D7PZjPXr18PpdGLr1q2Y\nOnUqYrEY3nvvPVr5qqurw+LFi7FlyxaUlJTA7XZj586dVAPCVFpy7x9G0XC73Th8+DBaWlpw6tQp\n4iKP9R4CcNH1YePJ3lNj1bs0Njbitddew8KFC8e818e69nv27EFpaemYik+XOtaVZn7zVUvAgPFk\n+6sSf2/J9jiN5AqIsdzMcj8Sf+0YvYTJ1CBY/KVJ4peVZH5R17dLOcklEgl88MEH6Orq+lyTmz/X\nbe7Ldqnr6OjIow2x9nPH32q14s0338T58+dRVlZGCTFw8X3Alr+ZzjTjf+fy/VmxGOOHs2V2gUCA\nU6dOUa0BMMK79Xq92Lp1K1paWjB79my0t7fjwoULMJlMCAaD2Lx5MxYvXgyfz5fXF2Z4tHfvXjz6\n6KN5Em1jJVo2mw0ajSbP1fCNN964aClyNAVApVIRH//jjz+m/rPiuMOHD+edf0NDA6ZOnQoAOHr0\n6EUymWw/jUYDDoeDpUuXktqL1+sluUymC87UX5qbm2G1WuHz+eDz+Yg69cwzz5DLqsViQV1dHZqb\nm6k4eu3atWhubkZdXR0AoK2tDXK5nApHq6urIRQKoVQqodPp0NLSgp6eHuzevRsPP/wwuZouWLAA\nSqUSHA4Ht912G1pbW/Haa69RoswoFLFYDD/5yU9gs9nIHVKn06Gurg41NTUQCASorq5GW1sb+vv7\nsWDBAigUCgwMDGD+/Pk4fvz4ZR1oAeT9TalUEqWE/T6a78yofz6fD2+88Qa6urrovZMbYx1vrLYY\nVeTEiRPo6OiAzWaj4nLW9/EYj/EYjy8S48n2FRBjuZl9mS905vzY09NzUQIGfP4k8VJJ9ZeVZP45\n4zS6j1dddRV+85vfYP78+XkJ28MPP3zJfo513BkzZnzmhGKs/Tgczl9lEmO1WhEOh7Fq1SpCXFn7\nnZ2deUlge3s75s2bh9OnT+NnP/sZaf9OmzYNR48ezaMybd68GTt27LhkMiIUCrF27VpK7rhcLtxu\nN8ng2Ww2sp13u93gcDhYvnw53n//fXA4nLzJgc1mg9vtRlVVFYqLi3H06FF88sknJD2p1WoRDAbx\nxBNPQKFQEG2otbUVdrudDHM2bdpE9JXcvnZ3d180huy4rH7BaDSSoymbZDC6D0uucsdYIBiRp8vV\niN67dy9cLhfUajVee+01CAQChEIhZLNZNDQ0oKGhgRLGG2+8kWg9r776Knbt2gUOh0MqQIcOHYLJ\nZML69evJTCcajUIoFMLtdmP58uXkRLp7927U1NTgwoULmDhxIhVNb9u2Dd///vfR1NSEUCiEdDqN\nyspK8Pl8hEIhqFQq1NbWwuFwIBgMUkJeWFgIhUIBrVaLM2fOoKGhAevXr8fx48cxc+ZMvPbaa8hm\ns5g+fToVSx8+fBgejwebN2+GUCjEq6++CqVSSXKgs2bNQnt7O2677TY4HI68pLmqqgrt7e30PEyb\nNg1cLpfuSY1GQ86fzKEWuPQkkRXSsmLyX/ziF3nPWe57LzcZz22ruroax44dA5/Pz7vGbFKnVCrx\nu9/97ktffRyP8RiPv68YT7avgPgspPmvGSxhYx+c2bNnI5FI5G3zeZPaSyXVf8nk4XKo+J8zTqP7\n+MYbb6C3t3dMZOxS/RzruJ9nQjF6P41Gc8l9Rp93LkWBjcPoY9psNmzbto3+Pbr91tZWrF+/Hu+/\n/z4A5CW6DQ0NGBgYIC7yqVOnoFQqMX36dKxbt+6SyQiTMGQo8N69exEOh6FSqcDn80kq8sKFC4RO\n79+/n5RhclFCZvHtdrvB5XIRCAQQiUSoZsFmsyGdTtM5tra25qHPTDPe5/PBZDKhv78f9fX1NMkY\n6/44d+4cmUEBI0ZPFosFfD4f27dvp3NlqK1Wq82Tw9RqtTh37lze/eP1egmJPnv2LACgrKwMDoeD\nflepVNDpdCQZ19vbC5/Ph9WrV8Pv91NbXV1dRGdh/WCSdrnKMt3d3Vi2bBn8fj+mTZsGu92ORCKB\nUCiEZcuWYf369Vi+fDnte+bMGVRWVsLr9eLpp5/GK6+8Qvxot9uNoaEhPPXUU2hra8OSJUtonyVL\nlkAul6O3t5ekE1euXAm73Q6TyYRQKET1HUwBqK+vDwqFAmazGcFgEA888ADcbjemTZuGQ4cOIZVK\n4ec//znUajV4PB44HA5qa2vR0NAAsViMwcFBmEwmkjJkOvbhcBiDg4MoKSnB66+/TgXPgUAAra2t\n2L59O+bNm4dly5blrTK0t7fD4/HQqkZujJWAc7lcHDt2LO8aM9v5tWvX0r15uQn6eIzHeIxHbown\n21dAXApx+TJidML2i1/84nMtt44Vl0qq/5LJw+WS2MuN02jUVyAQkDGQVquF0+kktHPSpEljImOX\n6udYx/3Vr36VJ7PY39//mfv19fXljdfZs2fpNz6fn3fe7e3tF1FERkuO5Uo1MlOU3N9ZsgSMGJ3k\nIrTM5Y4lriyhPXjwIG699VYkEgn84Q9/QHd3Nzn6AUAgEIDVasX06dNJIu35559HW1sbTp48ieef\nfx4HDhyARCLBzp07kUwm0d/fDw6HA7PZjNWrV5NjKEvGX3nlFXR1dYHP56OhoYESJZlMhh07dtD5\ndHZ25qHPTEpuaGgI3d3dePrpp+kcVCoV3TepVAonTpygmohcCkw8HsfixYvzEOrW1lasWLEChw4d\nIhOpZDJJRj1MOYO1kUwmsWHDBpLILCgooARaIBBg6tSp8Pv9SKfT6O/vR3l5OVpbW7FgwQJ0dXUR\npUQgEFCyyuPx0NraiuXLl2NwcBAGgwGxWIwKP4eGhqBSqVBZWYlgMAidTofOzk6EQiEqyk0mk4jF\nYujq6sLWrVtx4MABGAwGaLVauFwuSKVSHDp0iNDyZDIJp9MJoVBIhY5CoRA6nQ48Hg8ffvghhEIh\nBgYGUFxcjM7OTkyaNAk7d+7EsmXLwOfz0d/fjxdeeAGNjY2oqanBgQMHMDw8jKKiIjidTqKvqFQq\nMquKRCKoqanB6dOn8dxzz1Eia7PZsHLlSqIlPfzww2htbcWjjz4Km82GaDSKtWvXYsOGDURjYRPn\n3Gfj/fffJwOw3CSc3SfV1dUXJczl5eWor68nw6LS0tI8XvxnTdDHYzzGYzxyYzzZvgLiUtziv2aw\nZHQ0B7G7u/uiZPvzJv+XSqr/ksnD5VDxy43TWKjvaGt71sdvfvObxO1knO3cZeqxbJRHH1epVOLh\nhx/OS45Hx1j9zR2voaEhklE8ePDgRRSI0Yn51KlTL+KzsjYrKioual8ul1PitGHDBjz++ON5KHgi\nkbgoMWFo4gcffJCX7L/yyis4d+4cIbhut5sS+WQySWgma2PdunW0LzDCV2YJ4JkzZ9Dc3Ayv1wub\nzYauri4YDAb6XSgUor6+HhMmTMAjjzxCDnuVlZVYt24dUVa2bNlCiaVer0dbWxt2794Nn8+HoaEh\nRCIRhMNhKibs7++Hz+fDjh070NXVRWj8VVddhePHj8Pr9WL//v0kYxeNRrF8+XLY7XZSGRkeHsb6\n9etRV1eHZDJJTqvMBZVprWu1WvD5fLS3t2Pbtm247bbbcO7cOVRWVuLChQvg8/lE5wkEAmhqaqLz\nfOSRRyAQCAidVygU6OzsRCKRQElJCRU3ajQaDA0Nke16dXU1pFIpMpkMWlpa0NzcjAULFmDGjBmE\nsAsEAixZsgRarRbZbBbLli2DWCzG9OnTYbVaYbFYwOFwsG3bNrz88su4++674ff7odPpoFQqodFo\nyFjHbDbD4/HgiSeewPnz51FaWgq1Wo3a2lq4XC7ceOONZL4jFovx05/+lJJyds9xuVyo1WpSktFq\ntZDJZLjxxhshkUig1Wrz7k+v14vly5fn8doHBwfR1NSE8+fPo6qqCm1tbVRIxp4Dtr9QKKT7xOl0\nYv369aivrycHX7lcjhkzZiCVSqGhoYHu4SNHjuRNsD5rgj4e4zEe45Eb48n2FRx/zULDsZLRxsbG\nMT8Wnzf5v1RS/ZdMHv5cVHysQif2b4VCgT179sBqtYLH4+Hll1+G2WzGD3/4wzHH8/33389LNNvb\n2zF37ty8bXIr4ZPJJDwez2f2MXe8mHoF2390geDocWBIGtuf8VKZogIb+/b29jwbaZvNRgV27FiM\nnzs4OIi2tjYoFAocOHCAtIABXISiu1wuKkQ8ffo0gJHl/d27d0MgEMBoNOLJJ5+EQDCiD9zc3IyC\nggJS1XjwwQfJql0ul+P48eOYMWMGAoEASktL8cwzz2Djxo2USC9duhSHDh3C3r174Xa78fLLL4PL\n5aKurg6BQAB1dXWw2WyQyWQwGAzYtm0bTp06RU6Df/zjH0le76GHHkJDQ0Meeh8Oh7F9+3a43W4c\nOnQIr776KpLJJDZu3AiXy0WI6dKlS2Gz2dDQ0IADBw7A6XSipqYmj87idrshl8vhcrkwYcIEtLa2\nYvHixdi6dStaW1sxb948hEIhVFdX48iRI1i0aBGampogFAqxbds2PP744zSxXLZsGYqKipBOp7Fp\n0yasXbsWmzZtglarBY/Hg0QiIVlAv98Pn8+H8vJykqjUaDSk079gwQIyM2LXiBmCSKVShEIh9Pf3\nQyKRwGQyoampiWT5Ojs7sXDhQvT19cFkMiGTyaCyshISiYRWcfx+P63KsFUCuVwOiUSC4uJiWjEA\nRlYXVq5cCYfDgZKSEqRSKTz11FM4ePAgnVM0GsWSJUsQiURw//33AwCWLFlC9w07B2a2tHz5crKD\nTyaTqKysxJo1a6io86WXXoJMJkNnZyfq6urQ1tYGYMSp8sCBA7Db7aipqYHL5cKzzz6Ll19+Gbfe\neuuYq0gffvghWlpa4PF4xpygj8d4jMd4XC7Gk+0rOP6ahYajk1GJRIL29nb09fUhk8n8WYn8l4HI\nj07gq6qqiAJwuQnH6OQ0F/WdPHkyZs6ciRMnTuQVPR09enTMgsXRY9Xd3X1Rsv3nTApyx+vEiRN5\nZhqTJk3KKxb72te+hkOHDhGHd/fu3VAoFPjRj36UN97Tp09HOp3GRx99RDSJCRMmQCaTobGxEf39\n/Whra8ODDz5IxyotLcXjjz9OKN3+/fvxyCOPwGazURJhNBqxc+dOyGQyhEIhcvQbHh6msdXpdKQ2\nEQwG8dRTT0GtViOTySCTyVBxYF1dHWmw//SnPyUTFKfTiYMHDxKlxO/3Y9OmTRgcHIRWq0VXVxcV\n6TkcDsjlchw+fBjz5s1DT08PvF4vfD4fgsEgjh8/DgCU+DI0kxkoCQQCvPjii1AoFNS3+vp6PP30\n0+jq6sK9996L2tparFmzBm+88QZ6enowMDAAm80GhUIBm82GYDAItVqdR2dhVJeWlhbU19cjHA6D\nz+ejvLwcWq2WqCXTp0+H3+/H0qVL8frrr+Pb3/42cbZZsSYLj8eD/fv303k6HA5ks1mIxWKo1WrE\n43G6d4aGhvDJJ59g6tSppOXN5XLJwIbL5aKvrw9vvvkmFSiWl5cjFAqhsLAQxcXFGBwcRDqdhtfr\nRSqVgsFggMViQSAQAI/Hg9PpRCqVwr59+9DY2Ej69awIMh6PE/3F5/NBpVJBoVCQoQ0AcvzT6/UI\nhUIAgE2bNmFoaIh0x3k8HqRSKf7pn/4Jd911F1QqFdRqNUwmE/h8PpnRRCIRqNVqFBYWkuJNNBol\nIxr2zJaWlpKbplKpxHPPPQeRSAStVguPx4Njx47hnnvugclkglarJWMfVjieSyNRKpXweDxjSqR+\n2RKf4zEe4/F/P8aT7Ss4/poqJWMlh2PJxv3/DpaQsoLA0fJqY8nblf6vksFnob5jUTOefPLJi8bg\n8yTSbFJw9uxZKvT6+OOP83SlR39wLyXJx9DB0Wj6/fffn7cSMTQ0hJMnT5JmNTu2XC7H6tWrKXne\nu3cvoefr1q3D4cOHoVarsWPHDrIhZ/boDLVmqwGj+a21tbWw2WzUj6uuugoikQgcDifvmA0NDYjH\n43j88ceJY8tQw9wCQ5YAFhcXo6ioCCtWrEBHRweWLFlCNvUcDgdLliyB0Wik35hT4LJly3D69GkI\nBCOmR8ymHfiT06LT6QSHwyE02mq1oqCgAGKxGOvWrcPmzZvz9iktLUVPTw/cbjeKi4uxYsUKLFmy\nhBD21tZWPPXUUzh8+DB4PB6uvvpqrFmzBgLBiERhUVERHnzwQQgEAlLm2LlzJ5YsWUKOoufOnSMb\n829961vo7++HTqfD/fffT6sKzzzzDFF2Vq5cCa/XC6vVCrPZjFgsRs+Hx+fDxQAAIABJREFU2+2G\nXq+na1xaWore3l6SZBQIBIRuJxIJaDQa+P1+sjuXSqUQi8VkjCSTyeByuWAwGOByuWC321FeXk7X\nWSKRIBaLYfny5dRvl8uFsrIyhEIhDAwMwGw2w2g0AgBcLhddG6fTCS6XC71eT26lxcXFZPhiMBgg\nFApRVFQEYMTUa/78+eRGmc1m0dnZCaPRiBdffBErV66ERCKBx+MhYx6GvA8MDGDLli145plnYLFY\ncPz4cVRWVtKKxr59+yCVSrFkyRJoNBrMnz+f+rxixQqYzWasWLECpaWlGB4ezqORHDp06JLuoF+2\nxOfoYJNr9vyPNswZj/EYjysvxpPtKyAuhYx8UfT0cgjLZxXrXWmFPqM/YKx4jS1hX+oDNxr1zY3R\n46lWq8ccgzlz5uShzHPmzLmof1wuFxwOJy9Zz+WGj/XBHavPpf8rr1dUVIRnnnmGDFouXLiQx60X\nCoXYvXs31q1bBwB5etKsqNDlcmH//v1UtLh//34kk0kcP34cV199dV5fGxoaKAkuLS2F1WrF1KlT\nIRQKSWqvoKCAOLMulws2mw1r167Fnj17IBAIqCBNqVTCZDLRZEYoFEIikSAUCsFisdD4RqNRuN1u\niMViFBUVYWBggJw8mSsgU8iQyWRIpVKYNm0aAoEAAoEAPB4PpFIpZs6ciZdffhnBYBBerxc8Hg/b\nt29HYWEhHA4HOXFqtVp4vV5s2LABPp8PiUSCKDUsgW9tbSUbcZvNBrvdTqs+zc3NSCZHDGbuuOMO\ndHd3w2g0QiqVki61WCxGb28vWltbsXDhQlRVVcHlcmHlypUIBoMIh8MIBoOoqKggLnk6nSYpP1bk\nybzFmFJJOp2G1WpFU1MTgsEg8bDr6upgMpkwMDCAiooKhMNh8Hg86HQ6cjxkqiXM4Ki/v5/kBi0W\nC86fPw9gRN0EGHFdZddZLpdDp9MhHA7D4/GQ2yZbsWBFlHq9HpFIBF6vF2azGXa7HRUVFfB4PCSb\nqFKpYDAYwOFw4HQ6odFooFAoEIvFkEwmUVxcjP7+fqhUKojFYgwMDGDixInwer2Ix+N0zfR6PYaG\nhrB8+XL09fWhtLSUJgLRaBRDQ0PIZDJQKpWIxWJobm5GKBSCXC7P608gECBlGLlcDpVKhVAohOHh\nYQgEArz55puYPXs2hoeHweVy857Hrq4uCAQCqnthPHOFQvGZWtyXey9/UVQ8nU7j3XffJarYzp07\nSQf+Snp/j8d4jEd+jCfbV0BcKnH8ooWGl0NYPqtY70or9BmNQrMEkhUiXk7DOleNJPcDNmPGDLzx\nxhuw2+1QqVTwer0XScWl02l8/PHH8Hg8qKqqItfCXCoLk+Ub/ZHNTVTZpCD3YzpaGeXTTz/Frl27\nCB3ONWiJx+NobGwk5Q61Wo2lS5di4sSJOH36dN65Z7NZGh+GKucWxMnlctjt9rxjCwQCKsp7/vnn\n0dTUhF27duH2228nJPDAgQPEmTUYDFi3bh2cTifOnj0LhUKRJ6FXW1uL6upquqd0Oh2h6IwvW1FR\nQRbmDocDsVgMFosFXq8XAFBQUACfz4e1a9fi8OHDyGQy8Hq91O/y8nKyuX/ggQdgs9lQUVEBuVyO\nWCyGlpYWzJs3D9FolBBMo9EIl8uFd955Bz/60Y/gdrtRXl6O7u5uiMVidHZ2YurUqdi/fz/eeecd\nrF+/HhaLBalUCgsWLIDP50MymcT8+fMRjUYxMDAAo9EIhUKB1tZWrF69GuXl5VixYgW0Wi2Gh4eh\n0WioD0KhkGgtjGLB4/GQSqWQTCaxevVq6PV6JBIJGiez2Yx4PI6PP/4YU6ZMgVqtxpo1a+B0OuH1\nejFx4kTs2LED9957L0wmE9xuN3Q6HSZPnkzSg+l0mvjSBQUFkMlk6O7uxrlz51BRUYFAIEBFfj6f\nj5BzsViMkpISuFwumEwmAKBnK5VKQaFQoLy8HFwuFxcuXIDFYkFRURG4XC64XC6KiorA4XCg1+vB\n4XBIhcVoNEIsFkOpVGJoaAhutxsWiwWZTAYOhwMAoNfrIRKJIJVKwePxoFKpIBKJMDAwAJ1OB6fT\nCZPJRJby4XAYBQUF6OrqQjabBY/Ho2LRgoICtLW1Yc2aNdi+fTt6e3thNBoJ8e/p6YFGo4FAICAL\n+crKSmg0Gjz33HOYN28eRCIRnn32WdhsNuj1epw7dw46nY64/jabDVarlWoV2LOq0WiQyWQoaR79\nXm5vb8e11157WU+Cy3kYjNaqHxoauuLAkvEYj/HIj/Fk+wqIS9FFvign+ovQTlgi39vbC4vF8mcV\n+nyZXMXRKDTjyLJCxNG/j9aYHgtl5nK5mD17NgQCAf7xH/+RtmUSYGNZijNe9+Vk+ViSnEwmKVE9\nfPgwjh07Bo1Gg9ra2ryEmvUrHA6jqamJKAYsEWAoNlPu2LBhA9avX0+FgiUlJXmOgbnKImxfgUAA\nk8mETZs2Yffu3diwYQNWr16N2tpaQvVZERoAnDx5EvPmzaPEN5kckeyTSqXgcDikPtLY2IiCggLw\neLy8iQorEGxtbcXu3btx1113IZVKQSQS0aSBFeZFo1FCRvl8Pp5++mkcOXIkT7Kut7cXGo0GkUgE\ndrsdVqsVsVgMbrcb0WgUNpsNKpUKO3bswOrVqxGPx7F69Wo8/fTT2LRpE5588kmsWbMGEokERUVF\nuO++++D3+2EymeByuRCNRhGLxXDw4EFs3boVN910Ex544AGIxWL4fD4ylGFqFw6HA1arFQqFAuFw\nmPSoVSoVocjM3ZHP55N8XyaTwdDQECZPnoyCggKcOXMGhYWFMBqNeOGFF/DII49ALpejvr4ep06d\nwqFDhyCTydDe3o45c+YQMltbW4va2lqYTCZEIhHMnz8fJSUlCIfDKC4uhtvthkwmQzqdhsFggEAg\noIQvm82iv78fR48exWOPPYbi4mJKaB0OBwoLC8HhcGj7jo4OmM1m+P1+RCIRUuHg8/koLCxEPB6H\nUCiE2WxGX18f0uk05HI5EokEoesikYgQcA6Hg8HBQQiFQvj9fpocJJMjcoparRbpdBolJSUYHByE\n3W4Hn8+H1WpFMpmESqWC3W6HTqcjSUV2fKb3zVYG2HNkt9vxyCOPwO12Q6lUoqSkBAKBAEKhEJ9+\n+ilSqRQGBgbA5XLB5/ORSCQgEong8XiwcuVKnDhxAjqdDq+88goymQxdq2AwiC1btuCpp57C0NAQ\nTaqTySQGBgawefNm1NbWYs+ePUSFGz0pZ7r311577SXf2Z/Xw4DVUFxpYMl4jMd45Mc4yesKCJY4\nAn/ikH7Z7bBE/u6778bMmTP/rCSZfRAeffRR3HrrrTh58uTn2i+dTuPEiRM4duwYTpw4gUwmc9E2\nzF1uy5YtaG1tJettdk5ssrBnzx4cO3bsIo3pXDWSnp4eOu4HH3yAP/7xj7DZbDAajbTt9OnT8dFH\nH9GHkf3W09MzZsHk6GLTtrY2tLa20t9OnjyJRx99FIsWLcKGDRuoPZlMho0bN8Jms5FJC4fDQWNj\nIywWC00gnE4nodKnT58mRPrjjz/Gj3/8Y1qeb2pqQkFBAbLZLOrr6zFp0iQ88sgjaG1txY4dO1BY\nWIiamhpC3DZu3Ij169dDJpMRL5YdJ7f4kSXkqVQKTzzxBKGajGrB0MjNmzfDZrMRIltXV4e77roL\ner0eZWVl0Ov1lIjodDqifni9XkilUsRiMWi1WtJ5djgcuOaaa2A2m+Hz+WA2m6FSqdDT0wOxWAw+\nn4/S/5WYY2inw+FAJBIhvWaWEE2aNAlerxfhcBhOpxOrV68misWECRPgcDjQ3NyMRCKBt99+Gz/+\n8Y8RjUZRWFiIqqoqCIVCUjTRarWora2lFYPa2lrI5XIYDAail0yePJkQe6PRCJPJhIqKClRVVcHv\n9yMQCEAkEsFiscBut+Opp55COByGSCQiKsDAwAD6+/tx//33QyaTUUJZUlKC1157DbFYDKlUinjL\nfr8fDocDKpUKQ0NDKCwsJIoTS25ZwemaNWsgEokQCoUQCAQQDocRi8WIyiGXy+FwODBz5kwEAgEq\ntpVIJLBarTT58fl8+PTTTxEOh1FSUoLe3l4MDw8jHA7DYDDA5/PB4XCQqY1Wq0VhYSGGhoYwPDwM\ntVpNqDpDu5lVfSQSwdSpU2EwGCCVStHb2wu32w2z2QyZTAaVSkVj3N/fTysE8XicKE09PT0wm83w\ner3QaDSk9DM8PIxIJILS0lJoNBpoNBqoVCpotVqUlJRg0qRJeOutt9Df349Zs2bBbDZj8eLF4PF4\nWLlyJcLhMHQ6HTKZDFasWIFZs2ahsrIS27dvR1tbG5RKJRKJBFKpFM6ePYuf//zn+PDDD/H888+j\nsbERGzduRH19PbRaLT766CP84Q9/QCKRQH19PYxGIz2Hb7/9NoaHh6muIPcdNvodz2hv46oo4zEe\nV3aMI9tXQPy1TG3+luY4wJ9fwPl5Coo6Ojry0ONc9Bn4bFpMbtLIEvTLyR9+ljRibtusEI2h1VVV\nVQCQpy4ikUhoXM6cOYONGzeir68PwAj6xtDtiooK9PX1wWazIRKJ4OjRo0gmk5TMjVYSqaioyKPV\nHDx4EKdPnwaHw8HBgwfR1NSEZ555hsbkH/7hH8iYpa+vj2gVjz/+OJqbm3H8+HE6zpYtW5BKpYhe\nwhJwdu5WqxX//M//jNtvvx06nQ7ZbBYSiQRDQ0N48MEHkUqlUFNTAx6PB7fbTcv0bP/z58/DbDZD\nqVSCy+XC7/fD4/FgxYoVUKvVcDgc0Ov1WLlyJbhcLlKpFHg8HkKhEI231WrFkSNHcNdddyEcDuc5\nLGazWeIfnz59GhMnTqRkLhqNkplLSUkJstksFRaaTCYsXrwYHR0d9OzE43FMnDgRZ86cgdFohEgk\nQlNTE4aHh2EymcDj8RCPx+H3+2nS8tBDDyGVSiGbzSKbzcLv9xPFQqPRkLEPh8MhpL64uBjBYBBF\nRUXYtm0bzGYz8dtfeOEFNDc3w2w2I5VKYXh4GFKpFC6XC2azmZBzVlSqVquRzWaxc+dOQnXZ2LDE\nmqm0MHoOK+5l/GhWjMmKARl6arVaSdlDpVLR70KhEFarlYoiKyoqSIubz+dDpVIhGAzS5IyNeyAQ\ngEwmg9/vRyqVQiQSQTweh8fjgclkIjS8vLycEHBgRNWEXUfGa89kMuDz+RAKhQiHw7BarSgpKSHU\nuqysDIODg/B6vVCr1ZBIJFAoFODxeODz+fjpT3+K733ve4jH47jnnnvA5XKxbt06bNq0CclkkiY7\nbBLMqECs2Ja5bx44cAAejwdLlixBPB7PKwzesGEDzp8/j+eeew4NDQ2orKzMK0Zua2tDV1cX1q1b\nRxQVJkP5y1/+EhqNBseOHbuosPqaa665yAF4PMZjPK68GE+2r4D4a0no/SXtfB678NHo9xct4GTB\nkkvmvtjb23uRXfJYutk33HADSdyN7mPuRyhXjUSj0VCSO7ooNFf+kEmCMQRZIpGQjm46ncbhw4dx\n4cIF6PV67NixA83NzaQAwZKqN998E2fOnEFxcTF4PB42btwILpcLiURCyXF9fT2kUikltIlEAhUV\nFWhpacHq1avB4XBQXV1NCPrmzZvh9/uJC+5yuSAQCKBSqQgJZYl7fX09nE5nHr1j5syZaGlpwe7d\nu2kJPTf5njNnDs6dO0e62G+//Tbkcjnq6urIgISh8KtWrUJtbS2y2SzpGb/yyivUXktLC8m1MbQz\nnU4TteSmm24CMFL8mEwmUVJSArvdDrlcTuMfjUYRCAQgFArx+uuv4+6778aMGTNgt9thsVjQ09OD\nOXPmwOfzoaCgAAUFBfB4POByuQiHw3j33XcxYcIEACOumRMmTIBUKoVIJMLOnTsBgCgiLLlkqOG+\nfftIY5oV8A0PD8PhcGDq1Kno6emBXq9Hf38/iouLIZFI/h97VxodZ3Wen9n3kUazaBbNImkkL3gD\np6ZAcxIOTU4T03KaA6GYrRFhKWCwWY0qIWxsS8Q4xkQQy4CNlRiaHBogTdPTnOakpIcQG/AmW7Yl\nWdJoVo1m06ya5ZvpD3HfaGR5g5AQe54/lme+7373u98y733v8z4PTp06BY1GQ5J5k5OTCIVCWLZs\nGfWBUSyy2SwaGhposnHixAkA05zqbDYLnU6HTCaDQCAAPp+PTZs2IRQKob6+HidOnIDdbsepU6dg\nNpuRy+WgVCrB4/GgUqloJaRUKmH16tUYHx+HzWZDMBiEXC6HSqWC2WzG8ePHIZVK0dTUhFOnTqFY\nLEIikSCVSkEsFqOmpgYAEI/HkUgkqNhULBZDq9UiGAyiUChg3rx52LdvH4xGI01eWIA8s/CQTZJ0\nOh0kEglphbMxz2azMJvN6O/vh8PhQH19PbxeL9RqNYLBIJYvX060D1YLMW/ePIjFYgDTE1CPx0OK\nJ6lUCtXV1QgEAtBoNBCLxXRNFixYgBMnToDH42H58uVwuVyQyWT4zne+g0OHDoHH48HpdKJUKuGq\nq66Cx+PBunXrYLfbkUql0NDQgGg0ilgsBpPJRPSWhoYGLF68GIFAAPX19chkMqQJv3PnTpqQMNfV\nUqmE8fHxMrOd8fFxNDU14fHHHyf1mFAohF27dqGrq6ss8bBnzx44nU4sXLiQCl8/+ugjmoyazWY0\nNDRU1EkqqOALBF6Jkd0qAFBuVnIpQCaTIZPJ4NChQ+e0C58dxBeLRRw+fPi0QPlceP/998va7unp\nQUtLS9lx5uqP1+stkwE8Vx/PdU5vvPEGVq1aNSfP+5133qGAaXY7bW1tSCaTZRJ5GzduPCOXm8ni\ndXR04PHHH4dKpSLnSHYuBoMBAwMD2Lp165ztsH7t3r0bw8PDkMlkaG1txauvvoq+vj5SD1Gr1Vi/\nfj06Ojrgdruxa9cutLS0EC0jk8nQsdvb21EqlajtmdeBneO8efPw3e9+l75nhXJ33303AKCrq4sy\neM8++ywMBgMpRbAMLytm5PF4qKurg1QqJRqA0WiETCaDQCBALpejwsJ8Po9isQilUolCoQAej4fJ\nyUlUVVXhwIEDWL58OUqlEjKZDGQyGQV7zBKdSbq5XC5yRZyamoJUKgXwhyz4zL9nFrUVi0UEAgHi\nHLPXJMuEM+qFRCLB4OAgmpqaiA7FeNLRaBQ1NTVlx/J6vTCbzQAw5/FZuyxLyyYi8XgcACCRSGiC\ny2oYisUiFTOy9hiVhPXJ5/OVnQuPxyPpPDb5YfB4PHA4HERxAYCxsTHKyjPkcjmEQiHKIjM+Pct0\nA9NFjz6fDw6HA7lcDmKxGLlcjvjibCyA6cCZ6XHPPBcmsTjzs1AohMbGRhoXdk5MwpAFnmzMjUYj\nBAJB2X3JtmfjwsDGjX2m0WjKuOK5XA4i0bTRFFvBymazkEgkxGcPBAJIJpOQyWR0PZkKDI/HQ1NT\nE9atW0erY6+88gruvvtuemfs2bMHQ0NDpDzz1FNPUf/Yqtfy5ctx9dVX47//+79xxx13lAXjarX6\noi2YZDU6l+pv9aUCdp0vFlQy2xUAOJ0Scj4UkU+bSZ/tvjgwMHDacWZSYs5UZHiuPs7+3uv1UkZd\nrVajVCqVZdj1ev1p2txztZNMJsuyUszdca5sPFML2blzJ3EsH3/88bJzLxQK4DgOMplsznbkcjme\neeYZ8Hg8DA0N4ZlnnsGmTZvQ3t4OPp9PRZmvv/46Wltb0dLSQhlvYNr4pL+/HxaLBc3NzZQl7+np\nwS233ELHGR8fL8vGLV26FABo+0QiQVrNwB90rdn3P/jBD3D77bejuroaUqkUk5OTVLgpl8vhcDgo\nCH3ttdewZs0aBINBslZngV86nYZGo8GxY8ewePFi+Hw+/OxnPyMDmAULFqBYLFIhHaO7aDQaBINB\nmM1myuiy7DkAol1UVVUhk8lAp9PB7/djyZIl6O/vR6FQKAu42b7s3NlkIRqNQqfTIRgMoqmpCT09\nPXjooYcoMFSpVIhEIjCbzUgkEojFYpBIJJBKpTCbzRgbGyP9aolEglgsBj6fD47jYDKZiP8cj8fJ\nKl2pVGJ8fJwmJJlMhizfgWkKUy6XA5/Pp6LCcDgMnU6HcDiM2tpaWkVgvG+bzUZOouy65PN5WmFQ\nKpWIRqPIZDLEHefz+RTA22w2aLVauN1uCIVCmEymMh1wdo0cn5jLTE5OguM4ANMBbG1tLWW4VSoV\nFAoFQqEQTehqa2sRCARgt9sxNjaGUqkEjUZDVvF9fX0ApoMQxt02m81wu92w2+3weDxUeCmRSDA8\nPIza2lpMTk5CKpUiGo3CZDKR3CMAZDIZMuypqalBJBJBLpdDLBajiQQzGQIAp9OJkZERSCQSKghm\nRZtPPvkkdu7cSTUaAOg5EIvFWLt2LZlGsevG3hmsT263G06ns2wFUalUkgLJ1VdffZrbJbtnL9Zg\nu4IK/hJRCbYrADA3JeTzkgac3TbjY848zsxA/p133qEfZfaDdD59nP09k1Bj2Lp1K6mIsMz3bKfI\nudq54ooryGqdBVdz9Yd93tjYiNbWVjg+Ma+Zye1m515fX09KIbPbyWQyVETZ1tYGkUgEg8EAv98P\nHo9HOsIejwcul4sy0uwYjL9eV1cHj8cDtVpNGfWFCxfCYrGQFFtrayvuuece5PN5CASCsuxbT08P\nBAIBdDodurq6iBu7ffv2smvJstt6vR5DQ0N0DjfddBNl3h5++GGk02nE43HYbDbS5JbJZOA4DuFw\nGAsWLCCDlZtuuglPPfUUurq6sGXLFtx6662wWq1Eq6iqqgLHcXA4HPB6vWTrzefzidfLuL0ymQxH\njhxBbW0trFYrDh06hFwuh6amJrrmhUKBFDFyuRzRK+RyOaqqqlAoFCCVSpFOp2GxWGCz2SijXCwW\n6dorFAooFIqyFR+WcWVQqVRkSQ4AQqGQOOuMn1xXV4d8Pk+0EWA6s6xQKKjIdDYUCgVyuRzRqti5\nMG53NBpFoVBAKBSCyWSCXq+HWCwGj8dDNBolqpJKpYJcLj+t3yKRCBKJhLLfzCxHJBJRQazdbiep\nPjbBlcvlSKfTUKvVNAFiTpU2m41WNwqFAgXaTK+djRdTxGFBL8v6sZoKjUZDmXS5XI5Tp05RG2az\nmWgpbMLIAmtgelKmUCgQj8eJusXkIL1eL/HghUIhuWey6+vxeOB0OpFKpfDTn/4U4XAYhUIBsViM\n6i/Yc/Dyyy/D7/ejoaGB7gvWJ1ac2dPTg5GREezZswcHDx4sq+Ng7zsmdcqeQbvdTis4FVRQwRcD\nFRrJLPwlLU19Fuk9ti/7IVu0aBH6+vqIEjL7/39MWb+Z9BMWCLCCn7mOM5vGsWvXLtTU1Jyzj7Np\nLkKhsMyufdeuXbj99ttp+5deemlOO+bZ7cw8rl6vRzweh8lkOuPnM/vF2jp58iR0Oh2EQiFKpRKq\nqqooC7ho0SK89957OHLkCFQqFXbu3ImHH34YDocD8XgcCoWCVgMYTWTjxo149dVX8d3vfhc9PT1Q\nq9VUkCiVSsHn8zE0NIRAIEBSYSMjI9i1axeeeeYZlEol7NixAytXriT5wDVr1iCdTlPmv1Qqkd15\nOp3Grl278Oyzz0IkmnZO1Gq1UCgUAKYL8JjUn1wuJ2m6WCyGQqGAp59+Gq+88gptn81m8eKLL+L+\n+++HWCyGUCjE888/j7Vr16JQKBB3eO/evbjxxhuh0WggEAgwMDBAS+0cx6G5uRlTU1PIZDIIh8Oo\nq6sjlY2qqioqzHviiSfw0EMP4de//jW+9rWvAZjWmG5ubiZqgkgkooAqnU5jcnISPB4PGo0GHMdB\nKpVSwWV1dTXy+WkDnKqqKlRXV2Pfvn2w2+2QSCSoqanB0NAQJicncdlll2FwcJCCwkAggEAgAIPB\ngBMnTkChUOAnP/kJqYewINLj8cBoNEKpVCIYDJIteiKRoKCuqqoKKpUK/f39JHfH4/GQSCTgdDqJ\nisMmOqlUiq4LKyScmpqCUChEVVUVcbkzmQzq6+vR39+PBQsWAAA+/vhjmM1mSCQSjIyMEF2CrQLU\n1tYiFAphamoKsVgMdXV1aGhowNDQENE9LBYLYrEYOI5DNpuloJkZ4cybNw/xeJwmP6yf6XSaAniO\n4xCJRKBQKKBSqTA4OAi9Xk/3DZOTZLrqdrsdo6OjWLhwIVKpFGXtWVuDg4Mwm81IpVIwGAyIRqMA\npif6bCXF7/ejqqoKPp8PcrkcuVwOKpUKarWadMuNRiOtRtXX19M9feDAAQDTK0bMfOqZZ57B5s2b\nadL1yiuv4Fe/+hXWrVuH5uZm5HI5cvysra0l10iFQoFoNIp9+/aRROYvfvEL/N3f/R2++tWvXpS8\n7QqN5NJAhUZSwRcGn8Um+HwcGP8YRZtzYS76yWy3x5mYS2WF/YicrY+zj1MsFvHuu+9SYaNAIDhr\nZny2vbrT6cTQ0BAAYOnSpXMed6bVPNMEn6tPLperTOd627ZtVPTF5/Oh1WrLMsYLFy4Ej8fDxMQE\nJBIJafYCoCLGyclJCmDHx8fx4osvIhgMore3Fy6XCwaDAW+88Qb6+vrw8ssvE82EWXAzxQtmlGK3\n28u44+3t7UilUiiVSpRlP3LkCBV+Pvroo+T0yQq79Ho9vvGNb5Txz5niBisCYxOAm266CceOHUNz\nczMGBgbw7W9/G8eOHUNDQwP6+/upEPOyyy4jab5t27Zh1apVuPzyyzE2NoZQKIQXX3wRfX19aGtr\nw9TUFAQCAV544QWsWrWKMpjPPvssampqkM1m4XA4sGXLFjzyyCMYGhpCOp2GQCCAWCyGSCRCPB6H\nRqNBTU0NFe8y/q/jEwfQbDZLPOhIJIKDBw8CAI4cOQKn04l4PA6hUAiNRoPjx49DJpPh2LFjsNvt\nFLz7/X689tpreO655/DYY4/B4/GQXGI+n4der6esvcFgwI4dO3DbbbeB4zio1WqIRCIMDw+TAofL\n5SL+PHPs/P73v48HH3yQ7M1ZESWbyI2MjKCurg5erxc+nw+lUolCyJPyAAAgAElEQVSoKBzHkUxj\nIpFAbW0thoeHodVqyYI9m80imUzCaDTi2LFjMJlMNOEqFosYHBzE2NgYnE4nhoeHAUwXiA4NDUEi\nkWBqagp2ux1utxsGgwF9fX1YsmQJYrEYSqUS0V4YlSOXy8Fms8Hn80Gv1yOZTFIAygLgQCAAnU5H\nE5xcLocrrrgCoVCIztHj8UAsFqO6uhpWqxUjIyOYN28ekskkJBIJUVQkEgkOHz6M5uZmnDx5kpIF\nhUIB2WyWCm+dTicGBgZQLBZhsVjwwgsvoK+vDz09PaSZz1YOQqEQWlpaMDg4iE2bNmHPnj34h3/4\nB5w8eRJLliyhPra2tpbVkjCwdxhz3vzf//1fLFq0CIcPH65QSSqo4AuCSrD9F4xPK733Wff9U+Ns\n3PALye4zU5tvfOMbmJiYQDabPS2In9leTU0NZZC/973voaWl5ax27AznMwmaTRVJJBJUuPjaa6+h\npqamTOJrdlZ+ZtGkw+HA9u3bcf311+Ohhx4iygczsTlw4AAVc7IiyFgsRvSRXC6He++9F7t37wYw\nXYS3d+9exONx7N27FxMTE2Sn/sILL+CWW24h7jozG+LxeGWShLt37ybDmZkqL4lEAgMDAxCJRDCZ\nTPB4PMQ5f/nll8kCXKlUolQqoaGhgVweWX+VSiWOHj0Ko9GINWvWkCazQCDAxMQEHn30UWSzWezY\nsQNr1qyB1+vFPffcA6fTie3bt2PNmjW488470dvbCwBkr840tQuFAnQ6HbLZLKRSKaRSKeRyOU2e\nmDqFWCwm3ehgMAij0YipqSlEo1E0Nzdj27ZtePjhh2n1iMfjIRAIkHRgLBbDHXfcgd7eXmi1WlIg\nkUqlyOVypGHNKCoikQgWi4Xu17vvvhs+nw81NTVE1amrq4NIJEIkEoFWq4VQKIRUKkUsFkM2m8W3\nv/1tjI+Po1gskt63zWZDMplEPp8nKg+T7+M4joo6f/GLX2DlypVUIAhMUzI8Hg8KhQJMJhMikQhM\nJhNRW5hSiNlsRiAQQDabJYdMq9UKj8eDbDYLi8VS5nLKsvJ2u52C4gULFtBklxneANPFkXq9HqFQ\niOQoJRIJVCoVyf1xHIeFCxdidHQUGo0GoVAIiUQCOp0OqVSKxs3lcsFsNsNmsyGVSpHueDgcxuTk\nJABQtp1RZOLxOCYmJpDL5WA2m2EymYjnznEceDwebrrpJhw4cKBMBpRJiIrFYrS2tqKnpwf5fB4H\nDx7EggUL0NHRAa/Xi9bWVuzevZvUkeZ633z3u98tezcA+EK/0yuo4FJDJdj+C8PMYFCv15fpPV8I\nr/rz5GSfrc9/bErK2QLbuY47E3MF8XMpj7As7myjnDP9kJ3PRGZmtl6tVhMHPJ/PU7b47bffJlrL\nO++8U9amUqkkVQKm9zuz8JLZirOCKva53++HSCQCx3HYtGkTXC4Xdu7cSf1khV7t7e00Br29vRgd\nHSXOOwv8li1bhsHBQWzYsAGNjY3YsGEDFXkeOnQI+/fvx8jICLZs2UKqIIyPu23bNvj9flRXV1Pf\nGK+Vjff69evhcrmwZMkSvPDCC3juuefg9/vR3d2NDRs2kEoF49cGg0EsWrQIbrcbuVyOZAqZ+Q0b\nJ47jsHjxYrhcLjz77LN4+eWX4fV6yeFx4cKFiMViiEajEAqFaGxsxPj4ODQaDSQSCXK5HHHEvV4v\n7HY7eDwePB4PeDweZaDXrl0LHo+HmpoaygZns1mUSiUUi0UYjUYYDAaqRxCLxdDpdDh27BgcDgc8\nHg8aGxspmGVjy7LpNpuN2tbr9QgGg0QFYRx45ugoFoshk8mQTqepYFAikaChoQEqlQqHDx+GUCjE\nvHnziLaSz087kjLFkJUrV2JsbAxisZgKOeVyOZqbm9Hf309FoWwcFAoFZYOHh4dhtVrp3nG73ZBI\nJKivr4fL5UJjYyOMRiM0Gg20Wi2Gh4cxNTWFRYsW4fjx45Tt1mq14PF4yGQy4DgOjY2NGB4eJjqS\nWCwmrr7X64XD4YDL5aKiTrvdjqNHj0IgEKC+vh4SiQSJRALxeBzV1dUwGo1EWWL1AuFwmIpapVIp\nOVSyMWArBKwIW6lUkjY8ME2pEolE+PGPf4xkMolgMIhSqYRTp06hs7MTKpWK1IjY8+r3+4m+wuQC\nR0dH6d0x8/05+30jFouxY8cOvPzyy2d4a1ZQQQV/alSC7b8wzA4uWeZxrmDybPhj2LV/2j5fCN3l\nXDhbYDvXcVesWHFB7TF1gNnuinNNTjiOw5EjRzA1NYVXX30V0WgU3d3dc247M9A/dOhQWdEkyxbP\nPJe5ij0fffRRao857bE2mHReb29vWTGn3W5HW1sbfvCDH+CRRx4pKxA1mUwYHx+Hw+Eos5eemRlv\na2tDY2Mj9uzZg6eeeoomeq+99hqeffZZCoJZoZfJZMLBgwdp/z179uCFF17AfffdB7lcjvHxceqb\nVqvFXXfdhVKphLvuugtCoRBWqxVerxcrV66k5fu77roLwWCQKCEjIyNoamrCkiVLwOPxYLPZcOed\nd2Lnzp3o7+/HZZddhlwuB5fLhYMHD2Lp0qV46KGHiB4QCoXg+EQphal+GAwGUqjYv38/Lr/8cgwO\nDlImkmlu19XVIRaLkbNlqVQiVRFGP2JcXo7jKOgcHR2Fx+PBPffcQwWczPbdZDLRc5lKpaDX60lO\nkMfjgc/nw2azwev1QqFQwGazwePxwGazIZ1OY2JiAiaTibLNPp+PJuV6vZ7uL1ZoHA6HYbPZIBAI\nEI/HScObaYNPTk4ik8kgn89TAMmuezgcpmyuRCKhLDMr8oxEIqipqYHVasXExAT1kfWP0TNisRhN\nmng8HsxmM/L5PCYnJ8lxkt0nLNhlyiOhUIiC23Q6jUAggHw+D6fTSSsPYrEYwWCQDIUYBzqfzyMc\nDlM2nhUWMnqKSCTC0NBQWXGoy+WC0+mkSZLNZoNEIoFQKCSN9+rqagiFQroH0uk0Tp06BafTCYFA\nQIWRBw8exLJly7B69WoYDAZyY+3o6ADHcairq8Pq1avJYXSu9+fsd0NdXR1efvnliqtkBRV8gVAJ\ntv+CwAqBHn74YSqc83q9xPVl25xPFpkFe1dfffU5iy4+a2b601JWzue4Z8vQz3XccwXbs9tjQeNf\n/dVfQa1WzykNyNDX14d//Md/LMuKb9myZc5tc7kcPvzwQzq3X/7ylzh69CjpiLPiEJalm81bZ0v5\n7Fj19fVlmts9PT1Yu3Yt5s2bh61bt1LA8Itf/AJ79+6FSCTCvHnzsGfPHoyMjMBkMmHHjh144IEH\nsHv3bvzmN7/B7t278eKLL54mc8hoJTMVYsbHx6mA7I033gAA2n/lypW03djYGG666SYEg0H87Gc/\nw9q1a/Hmm2/C4/Ggvb0dXq8XXV1daGhoQCwWQ2dnJ2655RbweDwolUoy5XnsscfAcRx0Oh3Gx8cp\nC8noHCyIYjbg7777LmUNvV4vcZGZWkw2m4Xf7ycnTcZ//fWvf40bb7wRgUAAAEiaDgBZoldVVSGX\nyxGn/r/+679w2223QafTkeygxWJBqVQim3gWDPr9fnAch6mpKVRVVeHUqVP47W9/i9tvvx1isZhk\n7kZGRkgisqGhAe+99x6+/OUvlymuTE1NIRQKwWazoaqqCocOHYJcLifeN6NmMKlBvV6PgYEBMuNJ\npVKQSqVIJpP0TmGZe1ZgaDAYMDIygsbGRuo3o0SkUikykikUChgfH4der4fL5UJzczPq6uowNDSE\nRYsWYWBgADabDYODg1RgqFAoKFBmk5hEIoGGhgZIpVKcOHECtbW1VHjM5AAdDgcV7TKNdWb2wiYD\nTMueTdI0Gg0GBwdRKpVQV1eHVCpFY8fu0+XLlyMUClHQLhAIkEwmKWBmKiSRSAQGgwFTU1OUQWdG\nQbW1tQgGg6QA4/F4oFAo8Nprr2HDhg1QKpUknahWqyGRSNDV1QWlUol0Oo3169fjoYceOuv787LL\nLsPevXvpXaLRaHD06FHq17x5885pUFZBBRV8vriog+13330XAwMDUCgUuP/++//c3fnM6OvrK8tw\nMGoD4/q+/fbb4PF4f/Qs8mfNTH9aysr5HPdsFvWf5riz9b3j8ThxJfl8/lkLOefKijN3w9n48MMP\ny4oPmcrGBx98gFWrVhFN5KWXXsLll19OATePx6Ns2U9/+lMMDg7C4XDgyiuvRF9fX1lRZT6fx7e+\n9a0yfndvby+uvvpq6PV6uN1uknQbGhrC9ddfj2AwiF/96lcAgMOHD2PNmjXw+XzEl1ar1aipqaHi\nQXYsg8FAvOH+/n4AQGNjI9auXXtaZp3JCt59990U+Or1emzcuBEikQhVVVX41re+RW2r1WrU1dVh\n/fr1ZLqjVqthtVrh9/uhVqvJXdFgMCAej0MkEpHTYk1NDdasWUPqK52dnURBaW9vJ5MVq9VKRaNM\n+eHGG2/E+vXr0dnZie3bt6OzsxNDQ0NUnJfL5SCRSOB2u6FSqaDVanHjjTdifHycnAOBP7hWsmz4\n7t27oVAoiKstl8tJnWfVqlWQyWRIJpNUxMnGl62yXHPNNYhEIpiamgIAMrYxm83E2WY8cZFIBIFA\nAJVKhaGhIXAcB7PZjGg0CoPBQONstVpRLBahUCjI8MZqtZJGeDqdpsl9sVhEOBwmmUc2Dul0GjKZ\nDLlcDnq9nnTAmVV8XV0dEokEqZCw8+LxeMR5BqaDfJ1Oh5qaGkgkEkxMTNDkk3HRmZQf004/evQo\nbDYbIpEIjEYjWb/LZDKSymxsbEQ6nUYqlcKiRYsQCATISp5JArJnIpVKIZlMora2lhR9hEIhisUi\n6brP1IafKetpNBpJ37y2thbr1q3Dhg0bIBaL4fP50NLSglAohH379uHmm28GAOzbt69sBcnpdOLB\nBx+E1WrFhg0bEI/HoVar0djYWPYuGRgYoCx9Mpmke7utrQ0tLS2YnJw8p0FZBRVU8Pniog62ly1b\nhhUrVuDtt9/+c3flvHG2bO7sYE6hUGDbtm30/5mZxpmfzXyxzm7/XJneuY57oYU3ZwuIL/S4LNic\nOTZnKp78NMedK6gVCoX4+c9/fs6s0Ozgnknsnc+5jY6O4pprrsHExAS2bNlC280c6/7+fnz88ceI\nx+MIh8NYsWIFbr31Vtp26dKlePvtt9Hf349MJoPu7m4K+tlx3G43LrvsstN46Sx7yHjfLAs8MjKC\nZ555Bjt37kShUCD5O7/fj66urjK5v927d+P73/8+vv71r6NQKCAQCMDhcKC1tRVKpRIKhQIejwdK\npRLd3d3Yv38/FUYODg7ie9/7Htra2tDc3Iy33nqLbL5ZMLZ9+3YUCgX827/9G4aHhxGLxWA2myEW\ni8Hn81FXV4fjx4+juroabW1tdL+wINhut2Pr1q1kpx0KhfD000/jueeeo2Dq+eefx4YNGwBM6zmz\nINnj8WDz5s3gOA719fUIh8MUjBWLRdTX10MgEGBycpIyrwKBAFKpFPF4nCgYLBu7atUqACCToHg8\nDoPBQHJ1LpcL6XQafD6/jEc8W5qPWbYD0wHqokWLMDY2hkgkgmXLliEQCKBQKCAajdK96fhE9tFg\nMBBFxG63Q61WU+Z1amoK4XAYVVVVZe6WLIPPMrsSiQSRSASxWAzAdLGi1WqlcWE26keOHIFIJEKx\nWKTAOxQKka24y+XC1NQUrFYr+Hw+rTawsfP5fHA6nVQ86na7iRN+/PhxqFQq2Gw2otAkk0lYrVZU\nVVUhHo+TpXwulyuzttfr9SiVSlAoFKQowvTSWW0E0wcfHBwEn8+HUqlEPp+nSUV1dTUF7IxGIhQK\nIRQKybDpwQcfJCUfiUSCQCAAp9OJBx54gHTHly1bhp/+9KcIBoPgOA6hUAh2ux0cx0EgEGDhwoXY\nsWMH5s+fj0OHDmF0dBQNDQ1IpVK499576Xl+/fXXwXEcWlpakEgkMDIyUkYLO3nyJJYuXfqps9uf\nZw1OBRVcrLiog2273U4/An8pOFs2d3Ywx2S7gHIe8dmyubPb//nPf37WIJTjOHJwZIYKF1pMOTsg\n5jiOfiwcDgcuu+yyOZc5Z5+vXq8v6/trr70GrVaLJUuWoFQqlRWOMj3qUCiE2tpaFItFvPnmm6iv\nr8c3v/nNC7oGMzPDZ8sKseB+YGAAer2etHDnwpmy7nOdMwtaJiYm8Oyzz9J3r7zyCgqFAvFKHQ4H\nli5detrqxvz587F+/Xq6dnNl4BOJBK699lp0dXXhwIEDdK3Z8QKBALq7u+H1etHZ2QmbzYatW7ei\nr68PGzZswNNPP42uri7ccMMNaG5uJsORQCAAuVxOBh3hcBjZbBatra3EyU2lUli8eDEWL14MjuPo\nPnA6nejv70dDQwO6urqwZs0avPDCC1izZg1+85vf4LbbboPX60V3dze6urqQSqXQ2NgIuVxOmtS5\nXI5oCvv370djYyPxqRsbG7Fr1y5otVpSF1m9ejVlRFkmf/Xq1dDpdGhtbUVXVxdEIhE0Gg2EQiFq\namrA4/Egl8uJqsFUOFhxplQqpWLGYrFIduNmsxnFYhEymQxqtRpqtRr5fJ4408yIh6mjxONx6PV6\nKsBjUneMW14qlUghhtUXMEURvV6PVCpFXGmmcMLMcKqqqhAMBhGJRDBv3jyyUmerFcFgEPX19RSw\n6vV6hMNhktKzWq0kbxgMBqHRaACgbOUCAOLxOOrr64mzzBRR5s+fj2g0SgF+JpOBTCZDc3MzPvro\nI1L+YO6vFouFijAdn8gWFotFOJ1OFAoFUlmJRCJIpVKkQT4xMUH7jo+Pg8/no76+HrFYDF6vF/X1\n9VSQmUqlMDk5ScY5ixcvRiqVIn49K5TVaDTkbhmLxYj3za4hmxDxeDwIhUKoVCoq+GTFnux9Pjo6\nStl+piU+ODiIeDwOjuPw2GOPIRAIQKFQQCaToaOjAw8//DD27t2LYDCIzs5O+P1+WCwWeDwe6HQ6\n1NbW4u6770ZPTw/Wr1+PqqqqzyQL+HnW4FRQwcWKizrY/kvE2bLIszO1ixYtmjNze7Zs7lwZ1bMF\n2319fafRHc43M32mDMhcRZ6zlzlZZplJ0JlMJvj9/rK+z1TtmB1gzlQReeSRR9DT04MnnngCIpEI\nb7zxBr7yla+c9zUQi8VkSc64u3PhQuzrr7zyyjKe5ZVXXglg+hrv3bsXH3744WlUklAoVNYvv9+P\nu++++7TJAMtwDw4OIpFIoKOjg/S2r7zyShw9enTODDyfz4dMJiM7aFakyLa95557sHHjRpjNZrS2\ntqKjowMtLS3Un2KxCLFYjPHxcVRXVxOfeWxsDPl8HsFgEP/5n/+JNWvWIJlM4tSpUxQcF4tFPPLI\nI+Dz+eDxeKRewjLD9913H1wuFx544AG4XC7cdtttiEQiSKfTaGlpIbm4UCgEsViMVCoFYDrgicfj\niMVi+Ju/+Rv4/X5MTEyQLBuD1+tFXV0dBaAsuxqJRMgefe3atfB4PLBYLJiYmCB1CovFgkQiQcE5\nAArAkskk+Hw+RCIRgsEgycs1NTUhl8tRPycnJ1EsFsHj8Yi24/V6MX/+fMTjcdL+LpVKSKVSpL3M\nTFTUajVJEY6Pj2P+/PmIRCKIRqOUIQemqT0nTpygAssrrrgCmUwGiUQCY2NjaGhowOjoKGV7mdSe\nVqtFbW0t/H4/hEIhxGIxOI7DiRMnkM1mkc/nabKg0WjIbtxsNiMcDkMgEJDaSCQSQTgcpgLCUqmE\nSCQCmUxGMoZDQ0MwGo2QyWTQ6XSQy+WYnJwknfHx8XFYrVYyFdq/fz+WLVuGSCSCfD4PnU6HU6dO\nAQAVh1qtVuLxMzURt9uNYrFIUovJZJK+FwqFMJvN0Ol0OHz4MK0g5PN5koEUCARIpVKQyWTw+XwQ\nCqd/UlOpFBUAMxdQgUAAi8WCdDoNpVJJEwk28fF4PBAIBBgbGyNJQoVCUTbB3rlzJ03A2QSW9VWr\n1eLZZ5+FTCZDqVRCU1MTBAIB2bmHw2E8//zzlN1mmfujR49Cp9NBqVRSsejZstWfdaWzggouRVyy\nwXY8HideJoNSqaSX5Z8L9fX1pxW+iUQi+n7FihVl1I/Z/z/TZ+fb/mywFzUAUm5g9sznwuHDh8sC\n4HfffRdf+tKXTmtzZGSk7P8nT57EunXrTtvvo48+Oq14kRUzsX3Zv0xFhP3r9/vLjnfdddedsd+z\nxyifz5MWNCsu/KwQiUT46le/Oud3oVCojEoyNjaGFStWoLm5uaxfM8+V/c22XbFiBcbGxsrs6WOx\nGGQyGa644gq88847GBgYgE6ng8FgwJIlS8iRkfGWAaCzsxNtbW3o6enB6tWr0dbWhtbWVni9XpIR\nZFQPnU4Ht9sNnU5HhjuMbsB43ffddx/pLScSCbjdbhoPnU6HyclJSCQScvWzWCxEX3A4HGSdzSgm\nzK3Q6XTi0KFDUCqVSKVSSCQSCAQCeOqpp9Db2wuhUEgBFjPDuf/++3Hvvffi9ddfh8FgwOjoKEwm\nE7kXms1m+Hw+kg602Wzg8/mU2RUIBCgUCjhx4gR4PB6MRiMFz6zAkgUsHMehVCrBaDRCq9UimUzC\n7XYTtaKuro5oYEajEdlslsaDjREbT71eD61Wi7GxMVitVlIuEYlE1M/jx48DmFbKYJrlTNvbbrfD\n5/PBYDBQcSmzc2cTHbYqwKT2GKecZYw9Hg89dwKBABzHwWg0AgCpmwDTfOrq6mrw+XykUin4/X4U\nCgXU1dWR2QwAmsQy50nWR1YbcPz4cQgEAhgMBnJKHBoaogkIC6RnngvjyzODJtb3oaEhUrlh7THl\nHI/HA41GUxYAA6BCT3avsnHJ5XKYmJggZRSW6Wd/s3tHp9MRpz0UCgGYLpK22+3IZrPI5XIIBAI0\nuQiFQrBYLPD5fGXvtXA4DACk5MIKbHU6Hfx+P2KxGBk8GY1Gsp5nKxSM9sLj8XDkyBE0Nzfj+eef\nRzAYRE9PD1QqFY4fPw6hUHjGAPpCf0P+2GC/0X/u3+o/NZgJ26WCi+36XlxncwH4+OOP8d5775V9\n9pWvfAXXXnvtn6lH0/jbv/1b/PKXv8Tw8DAaGhrwla985Y/6gF1o+01NTWUv1qampvO2UHW73WU/\nFG63G9/4xjdOa9NqtZb9X6fTzbkf6/uxY8cQj8dJtaOpqQkATgvEZ/5rMplom/r6elrmPtcYKRQK\nPPnkk9SXSCTyuVvInmnMv/a1r5Wdf3d3N2Wm2bnNvD6z23E6nfTdN7/5zTnpNLN/SGtra6ko0eFw\n4Pbbb6fv7HY72tvbIZFI0N7eDqVSSRlINt4ymQzRaBQ9PT3o7u7GddddhwULFpDsns1mI5tuRl3g\n8/kQCASUkXR8Iqn3ox/9CDfffDOthDCL7bq6OoRCISxYsADr168n2TR2H7Gg1G63o1Qqwe/3Y//+\n/VSEyQIjxyfmQSwLyo7t8/mQSCQQCoUoSDObzSiVShTYMS4uywTbbDbkcjlIpVJMTU2RugcL3hnN\nhc/nU0aaBYcikYhWPGbLzuVyOeLysgCSjZNKpYLVai3TeHa73WhsbIRQKEQ6nUYwGMT8+fORz0+r\niwwPD1PAp9fr8fHHH1OgK5VKUVtbi3x+2rRo5rEA0DEYp5tNaLVaLeLxOE0CeTweCoUCgGmrcYlE\nQhQpFniyMWSZfZPJBKvViuHhYTidTlitVtJUt9vtCAaDZcohCxYsIPpHLpcjXXEmnVhTUwPgD4E3\ne45ZewKBgMYqn88jm81SQSe7D9hkZGpqCgqFgoJd5qo5k5PP/q6uria9e6/Xi1wuh7q6OgqiNRoN\nJX1mXn9WdMuoPDNpZexeE4lEaGhowO7du3HttdcSRcjtdsPxiU57oVCA4xMpTzZhtlqt4PF4SCQS\nZPjU0dGB48ePY8GCBUilUggGgzh8+PCcvxOf92/U+eJs7/AKKviigVdihLSLFNFoFG+++eZpaiRn\nymxzHEc/DJcCJBIJstnsGb/nOA4HDx6kH//LL78cAoHgvNr+6KOPcMMNN5yWoZ7dplgsxvvvv098\nzCVLluCmm246bb+z9QkAfabX6zE5OVnG2ZbJZDh+/Dhxtpm18qc9h88T5xrzmd+zAk7mNDlz29nt\nXHnllWXUibmQz+fx/vvv0z7MRdPhcGDx4sX44IMPMPqJoUo+Py31x1z6UqkUhEIhZdKYe+FMu/be\n3l7I5XKUSiUUCgVIpVIUCgXs3LkTd955J2VhOY7DBx98gKVLl0Kn0+HgwYOYmprCwoULkc1msXfv\n3jLO9nPPPUcW2AKBgILZ73znO3TMqakpOv8777yTuOa9vb0QiUSQSqXIZDLg8Xh4++238fd///e0\nynDXXXfB6XRiYmICRqMRxWIRIpEIIpGI1Ch+8pOf4PrrrwePxyMeOAs0a2pq8P7772P+/Pn43ve+\nh0ceeYTUKsRiMdLpNNRqNfh8PrLZLDKZDNRqNXGz2b2aTqfBcRw5ZsZiMcjlcqRSKSreSyaTtEoX\njUbJDIdl2bVaLbktsoJJn88HjUaDYDAIk8mEYDCIQqFAsoClUgnpdBrz58/HiRMnAABqtRpCoRBK\npZLs0UulErXLeMoAqO5AKBTCYDBgaGgIKpWKqDMajYaC5Hg8TiofqVQKVVVVKBQKFIyzokyVSgWO\n45BOp9HY2Ei0JJ/PR5bzfD4fg4ODqKurQ01NDSYmJsh+Xi6Xl/Wf4zjk83k0NjZicHAQfr8fX/7y\nlzE0NEScao/HQzx7VlDJzk+j0SAajdIKBsvWM2rM+Pg4eDwedDodAoEAZeWZ2gswrSzypS99iYyJ\npFIp+vr66N3ICpmrqqrgdruxY8cOPPjgg5BIJBCLxejs7MTatWshk8kwPj5Oq5D/+q//SlQyVufD\njI9isRjUajXS6TQymQxisRi0Wi22b99Oeup/ivfe+UIoFNJYV36rL16w63yx4KIOtt966y2Mjo4i\nk8lAoVDg2muvPSe3bGJigrKqlwJkMtk5dbY/LYrFIg4fPkIghcwAACAASURBVFzGH5+LBzh7u0WL\nFqGvr++c+30asOzQ+V7n8z2HvwR8ntf6TDjb+M31XbFYxL59+yjYX758OT7++OMyD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RUcRgMECv1yMQCGBmZgZ2ux1TU1MYHh6GLMuorq4Wg3eGhoag1+sRDofxR3/0R/jd736H1tZW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f53bc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284507085)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price', y='carat')) + \\\n",
    "    geom_point() + \\\n",
    "    scale_x_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UR+QCAFAckQsAQHFELgAAxRG5AAAUR+QCAFAckQvwEnLs2LF5v43x8fF5vf6FuA+lmsvd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\ncUQuAADFEbkAABTn/wHxrUMoExFElAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1101c59d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285328677)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed')) + \\\n",
    "    geom_histogram() + \\\n",
    "    scale_x_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6naYjhBTbSAAACINnnnlGDzzwgNLS0kxHAWAQZRsAgBALBoPKz8/X6NGjTUcBYBhlGwCA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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1100fb990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285450581)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_line() + \\\n",
    "    scale_x_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
